Gene Expression Markers For Colorectal Cancer Prognosis

ABSTRACT

A method of predicting clinical outcome in a subject diagnosed with colorectal cancer comprising determining evidence of the expression of one or more predictive RNA transcripts or their expression products in a biological sample of cancer cells obtained from the subject.

CROSS-REFERENCE TO RELATED APPLICATIONS

This is a non-provisional application filed under 37 C.F.R. 1.53(b) claiming priority under 35 U.S.C. §119(e) to provisional Application Ser. No. 60/758,392 filed Jan. 11, 2006 and to provisional Application Ser. No. 60/800,277 filed May 12, 2006 and to provisional Application Ser. No. 60/810,077 filed May 31, 2006 all of which are incorporated herein by reference in their entirety.

BACKGROUND OF THE INVENTION

1. Field of the Invention

The present invention provides genes and gene sets, the expression levels of which are useful for predicting outcome of colorectal cancer.

2. Description of Related Art

Colorectal cancer is the number two cause of cancer-related death in the United States and the European Union, accounting for 10% of all cancer-related deaths. Although colon cancer and rectal cancer may represent identical or similar disease at the molecular level, surgery for rectal cancer is complicated by anatomical issues. Possibly for this reason, the rate of local recurrence for rectal cancer is significantly higher than for colon cancer, and so the treatment approach is significantly different. Approximately 100,000 colon cancers are newly diagnosed each year in the United States, with about 65% of these being diagnosed as stage II/III colorectal cancer as discussed below.

Refining a diagnosis of colorectal cancer involves evaluating the progression status of the cancer using standard classification criteria. Two classification systems have been widely used in colorectal cancer, the modified Duke's or Astler-Coller staging system (Stages A-D) (Astler V B, Coller F A., Ann Surg 1954;139:846-52), and more recently TNM staging (Stages I-IV) as developed by the American Joint Committee on Cancer (AJCC Cancer Staging Manual, 6th Edition, Springer-Verlag, New York, 2002). Both systems apply measures of the spread of the primary tumor through layers of colon or rectal wall to the adjacent organs, lymph nodes and distant sites to evaluate tumor progression. Estimates of recurrence risk and treatment decisions in colon cancer are currently based primarily on tumor stage.

There are approximately 33,000 newly diagnosed Stage II colorectal cancers each year in the United States. Nearly all of these patients are treated by surgical resection of the tumor and, in addition, about 40% are currently treated with chemotherapy based on 5-fluorouracil (5-FU). The decision whether to administer adjuvant chemotherapy is not straightforward. The five-year survival rate for Stage II colon cancer patients treated with surgery alone is approximately 80%. Standard adjuvant treatment with 5-FU+leucovorin (folinic acid) demonstrates an absolute benefit of only 2-4% in this population and shows significant toxicity, including a rate of toxic death from chemotherapy as high as 1%. Thus, a large number of patients receive toxic therapy from which only a few benefit.

A test capable of prognosis after surgery in Stage II colorectal cancer patients would be of great benefit for guiding treatment decisions for these patients.

The benefit of chemotherapy in Stage III colon cancer is more evident than it is in Stage II. A large proportion of the 31,000 patients annually diagnosed with Stage III colon cancer receive 5-FU-based adjuvant chemotherapy, and the absolute benefit of 5-FU+leucovorin in this setting is around 18-24%, depending on the particular regimen employed. Current standard-of-care chemotherapy treatment for Stage III colon cancer patients (5-FU+leucovorin or 5-FU+leucovorin+oxaliplatin) is moderately effective, achieving an improvement in 5-yr survival rate from about 50% (surgery alone) to about 65% (5-FU+leucovorin) or 70% (5-FU+leucovorin+oxaliplatin). Treatment with 5-FU+leucovorin alone or in combination with oxaliplatin is accompanied by a range of adverse side-effects, including toxic death in approximately 1% of patients treated. Furthermore, the three-year survival rate for Stage III colon cancer patients treated with surgery alone is about 47% and it has not been established whether a subset of Stage III patients exists for which recurrence risk resembles that observed for Stage II patients.

A test that would quantify recurrence risk based on molecular markers rather than tumor stage alone would be useful for identifying a subset of Stage III patients that may not require adjuvant therapy to achieve acceptable outcomes.

Staging of rectal tumors is carried out based on similar criteria as for colon tumor staging, although there are some differences resulting for example from differences in the arrangement of the draining lymph nodes. As a result, Stage II/III rectal tumors bear a reasonable correlation to Stage II/III colon tumors as to their state of progression. As noted above, the rate of local recurrence and other aspects of prognosis differ between rectal cancer and colon cancer, and these differences may arise from difficulties in accomplishing total resection of rectal tumors. Nevertheless, there is no compelling evidence that there is a difference between colon cancer and rectal cancer as to the molecular characteristics of the respective tumors. Prognostic tests for rectal cancer would have utility similar in nature as described for colon cancer prognostic tests and the same prognostic markers might well apply to both cancer types.

In addition, there is a clear need for safer and more efficacious drugs for the treatment of colon cancer. Current chemotherapy for colon cancer is based on the relatively crude approach of administering drugs that generally interfere with the proliferation of dividing cells. Recent clinical studies have demonstrated the feasibility of developing improved drugs based on detailed molecular understanding of particular cancer types and subtypes. For example, the HER2 (ERBB2) gene is amplified and the HER2 protein is overexpressed in a subset of breast cancers; HERCEPTIN® (Genentech, Inc.) a drug developed to target HER2, is indicated only for those patients who have an higher than normal copy number of HER2 as demonstrated by fluorescent in situ hybridization (FISH) or a high level of HER2 expression as demonstrated by immunohistochemistry. Genes, whose expression is associated with clinical outcome in human cancer patients, are a valuable resource for selection of targets for drug compound screening and further drug development activities.

Molecularly targeted drugs, such as HERCEPTIN® (Genentech, Inc.) can be developed and commercialized in conjunction with a diagnostic test that can identify patients who are likely to benefit from the drug; one aspect of such a test is the identification of those patients likely to have a positive outcome without any treatment other than surgery. For example, 80% of Stage II colon cancer patients survive five years or more when treated with surgery alone. Gene markers that identify patients more likely to be among the 20% whose cancer will recur without additional treatment are useful in drug development, for example in screening patients for inclusion in a clinical trial.

SUMMARY OF THE INVENTION

In one aspect, the present invention concerns a method for predicting the clinical outcome in a subject diagnosed with colorectal cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts listed in Tables 1A-B, 2A-B, 3A-B, 4A-B, 5A-B, 6 and/or 7, or their expression products, in a biological sample comprising cancer cells obtained from said subject wherein: (a) evidence of increased expression of one or more of the genes listed in Table 1A, 2A, 3A, 4A, and/or 5A, or the corresponding expression product, indicates a decreased likelihood of a positive clinical outcome; and (b) evidence of increased expression of one or more of the genes listed in Table 1B, 2B, 3B, 4B and/or 5B, or the corresponding expression product, indicates an increased likelihood of a positive clinical outcome. It is contemplated that if the likelihood of positive clinical outcome is predicted to be decreased said patient is subjected to further therapy following said surgical removal. It is further contemplated that the therapy is chemotherapy and/or radiation therapy.

The clinical outcome of the method of the invention may be expressed, for example, in terms of Recurrence-Free Interval (RFI), Overall Survival (OS), Disease-Free Survival (DFS), or Distant Recurrence-Free Interval (DRFI).

In one embodiment, the cancer is Dukes B (stage II) or Dukes C (stage III) colorectal cancer.

In another aspect, the invention concerns a method of predicting the duration of Recurrence-Free Interval (RFI) in a subject diagnosed with Dukes B (stage II) or Dukes C (stage III) colorectal cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts listed in Tables 1A, 5A, 1B, and/or 5B, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein: (a) evidence of increased expression of one or more of the genes listed in Table 1A or 5A, or the corresponding expression product, indicates that said RFI is predicted to be shorter; and (b) evidence of increased expression of one or more of the genes listed in Table 1B, or 5B, or the corresponding expression product, indicates that said RFI is predicted to be longer.

In another aspect, the invention concerns a method of predicting Overall Survival (OS) in a subject diagnosed with Dukes B (stage II) or Dukes C (stage III) colon cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts listed in Tables 2A and/or 2B, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein: (a) evidence of increased expression of one or more of the genes listed in Table 2A, or the corresponding expression product, indicates that said OS is predicted to be shorter; and (b) evidence of increased expression of one or more of the genes listed in Table 2B, or the corresponding expression product, indicates that said OS is predicted to be longer.

In another aspect, the invention concerns a method of predicting Disease-Free Survival (DFS) in a subject diagnosed with Dukes B (stage II) or Dukes C (stage III) colon cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts listed in Tables 3A, and/or 3B, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein: (a) evidence of increased expression of one or more of the genes listed in Table 3A, or the corresponding expression product, indicates that said DFS is predicted to be shorter; and (b) evidence of increased expression of one or more of the genes listed in Table 3B, or the corresponding expression product, indicates that said DFS is predicted to be longer.

In another aspect, the invention concerns a method of predicting the duration of Distant Recurrence-Free Interval (DRFI) in a subject diagnosed with Dukes B (stage II) or Dukes C (stage III) colon cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts listed in Tables 4A and/or 4B, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein: (a) evidence of increased expression of one or more of the genes listed in Table 4A, or the corresponding expression product, indicates that said DRFI is predicted to be shorter; and (b) evidence of increased expression of one or more of the genes listed in Table 4B, or the corresponding expression product, indicates that said DRFI is predicted to be longer.

In another aspect, the invention concerns a method of predicting clinical outcome for a subject diagnosed with colorectal cancer following surgical resection of said cancer, comprising determining evidence of the expression level of one or more predictive RNA transcripts listed in Tables 1.2A-B, 2.2A-B, 3.2A-B, 4.2A-B, 5.2A-B, 6.2 and/or 7.2, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein (a) evidence of increased expression of one or more of the genes listed in Table 1.2A, 2.2A, 3.2A, 4.2A and/or 5.2A, or the corresponding expression product, indicates a decreased likelihood of a positive clinical outcome;, and (b) evidence of increased expression of one or more of the genes listed in Table 1.2B, 2.2B, 3.2B, 4.2B and/or 5.2B, or the corresponding expression product, indicates an increased likelihood of a positive clinical outcome.

In another aspect, the invention concerns a method of predicting the duration of Recurrence-Free Interval (RFI) in a subject diagnosed with Dukes B (stage II) or Dukes C (stage III) colorectal cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts listed in Tables 1.2A, 1.2B, 5.2A and/or 5.2B, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein (a) evidence of increased expression of one or more of the genes listed in Table 1.2A or 5.2A, or the corresponding expression product, indicates that said RFI is predicted to be shorter; and (b) evidence of increased expression of one or more of the genes listed in Table 1.2B or 5.2B, or the corresponding expression product, indicates that said RFI is predicted to be longer.

In another aspect, the invention concerns a method of predicting Overall Survival (OS) in a subject diagnosed with Dukes B (stage II) or Dukes C (stage III) colon cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts listed in Tables 2.2A and/or 2.2B, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein (a) evidence of increased expression of one or more of the genes listed in Table 2.2A, or the corresponding expression product, indicates that said OS is predicted to be shorter; and (b) evidence of increased expression of one or more of the genes listed in Table 2.2B, or the corresponding expression product, indicates that said OS is predicted to be longer.

In another aspect, the invention concerns a method of predicting Disease-Free Survival (DFS) in a subject diagnosed with Dukes B (stage II) or Dukes C (stage III) colon cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts listed in Tables 3.2A and/or 3.2B, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein (a) evidence of increased expression of one or more of the genes listed in Table 3.2A; or the corresponding expression product, indicates that said DFS is predicted to be shorter; and (b) evidence of increased expression of one or more of the genes listed in Table 3.2B, or the corresponding expression product, indicates that said DFS is predicted to be longer.

In another aspect, the invention concerns a method of predicting the duration of Distant Recurrence-Free Interval (DRFI) in a subject diagnosed with Dukes B (stage II) or Dukes C (stage III) colon cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts listed in Tables 4.2A and/or 4.2B, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein (a) evidence of increased expression of one or more of the genes listed in Table 4.2A, or the corresponding expression product, indicates that said DRFI is predicted to be shorter; and (b) evidence of increased expression of one or more of the genes listed in Table 4.2B, or the corresponding expression product, indicates that said DRFI is predicted to be longer.

In another aspect, the invention concerns a method of predicting clinical outcome for a subject diagnosed with colorectal cancer following surgical resection of said cancer, comprising determining evidence of the expression level of one or more predictive RNA transcripts listed in Tables 1A-B, 1.2A-B, 2A-B, 2.2A-B, 3A-B, 3.2A-B, 4A-B, 4.2A-B, 5A-B, 5.2A-B, 6, 6.2, 7 and/or 7.2, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein (a) evidence of increased expression of one or more of the genes listed in Table 1A,1.2A, 2A, 2.2A, 3A, 3.2A, 4A, 4.2A, 5A and/or 5.2A, or the corresponding expression product, indicates a decreased likelihood of a positive clinical outcome; and (b) evidence of increased expression of one or more of the genes listed in Table 1B,1.2B, 2B, 2.2B, 3B, 3.2B, 4B, 4.2B, 5B and/or 5.2B, or the corresponding expression product, indicates an increased likelihood of a positive clinical outcome.

In another aspect, the invention concerns a method of predicting the duration of Recurrence-Free Interval (RFI) in a subject diagnosed with Dukes B (stage II) or Dukes C (stage III) colorectal cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts listed in Tables 1A, 1.2A, 1B, 1.2B, 5A, 5.2A, 5B and/or 5.2B, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein (a) evidence of increased expression of one or more of the genes listed in Table 1A, 1.2A, 5A and/or 5.2A, or the corresponding expression product, indicates that said RFI is predicted to be shorter; and (b) evidence of increased expression of one or more of the genes listed in Table 1B, 1.2B, 5B and/or 5.2B, or the corresponding expression product, indicates that said RFI is predicted to be longer.

In another aspect, the invention concerns a method of predicting Overall Survival (OS) in a subject diagnosed with Dukes B (stage II) or Dukes C (stage III) colon cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts listed in Tables 2A, 2.2A, 2B and/or 2.2B, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein (a) evidence of increased expression of one or more of the genes listed in Table 2A and/or 2.2A, or the corresponding expression product, indicates that said OS is predicted to be shorter; and (b) evidence of increased expression of one or more of the genes listed in Table 2B and/or 2.2B, or the corresponding expression product, indicates that said OS is predicted to be longer.

In another aspect, the invention concerns a method of predicting Disease-Free Survival (DFS) in a subject diagnosed with Dukes B (stage II) or Dukes C (stage III) colon cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts listed in Tables 3A, 3.2A, 3B and/or 3.2B, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein (a) evidence of increased expression of one or more of the genes listed in Table 3A and/or 3.2A, or the corresponding expression product, indicates that said DFS is predicted to be shorter; and (b) evidence of increased expression of one or more of the genes listed in Table 3B and/or 3.2B, or the corresponding expression product, indicates that said DFS is predicted to be longer.

In another aspect, the invention concerns a method of predicting the duration of Distant Recurrence-Free Interval (DRFI) in a subject diagnosed with Dukes B (stage II) or Dukes C (stage III) colon cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts listed in Tables 4A, 4.2A, 4B and/or 4.2B, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein (a) evidence of increased expression of one or more of the genes listed in Table 4A and/or 4.2A, or the corresponding expression product, indicates that said DRFI is predicted to be shorter; and (b) evidence of increased expression of one or more of the genes listed in Table 4B and/or 4.2B, or the corresponding expression product, indicates that said DRFI is predicted to be longer.

In another aspect, the invention concerns a method of predicting clinical outcome in a subject diagnosed with Dukes B (stage II) colorectal cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts selected from the group consisting of ALCAM, CD24, CDH11, CENPE, CLTC, CYR61, EMR3, ICAM2, LOX, MADH2, MGAT5, MT3, NUFIP1, PRDX6, SIR2, SOS1, STAT5B, TFF3, TMSB4X, TP53BP1, WIF, CAPG, CD28, CDC20, CKS1B, DKK1, HSD17B2, and MMP7, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein: (a) evidence of increased expression of one or more of the genes selected from the group consisting of ALCAM, CD24, CDH11, CENPE, CLTC, CYR61, EMR3, ICAM2, LOX, MADH2, MGAT5, MT3, NUFIP1, PRDX6, SIR2, SOS1, STAT5B, TFF3, TMSB4X, TP53BP1, and WIF, or the corresponding expression product, indicates a decreased likelihood of positive clinical outcome; and (b) evidence of increased expression of one or more of the genes selected from the group consisting of CAPG, CD28, CDC20, CKS1B, DKK1, HSD17B2, and MMP7, or the corresponding expression product, indicates an increased likelihood of positive clinical outcome.

In another aspect, the invention concerns a method of predicting clinical outcome in a subject diagnosed with Dukes C (stage III) colorectal cancer following surgical resection of said cancer, comprising determining the expression level of one or more predictive RNA transcripts selected from the group consisting of CAPG, CD28, CKS1B, CYR61, DKK1, HSD17B2, LOX, MMP7, SIR2, ALCAM, CD24, CDC20, CDH11, CENPE, CLTC, EMR3, ICAM2, MADH2, MGAT5, MT3, NUFIP1, PRDX6, SOS1, STAT5B, TFF3, TMSB4X, TP53BP1, and WIF, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein: (a) evidence of increased expression of one or more of the genes selected from the group consisting of CAPG, CD28, CKS1B, CYR61, DKK1, HSD17B2, LOX, MMP7, and SIR2, or the corresponding expression product, indicates a decreased likelihood of positive clinical outcome; and (b) evidence of increased expression of one or more of the genes selected from the group consisting of ALCAM, CD24, CDC20, CDH11, CENPE, CLTC, EMR3, ICAM2, MADH2, MGAT5, MT3, NUFIP1, PRDX6, SOS1, STAT5B, TFF3, TMSB4X, TP53BP1, and WIF, or the corresponding expression product, indicates an increased likelihood of positive clinical outcome.

For all aspects of the method of the invention, determining the expression level of one or more genes may be obtained, for example, by a method of gene expression profiling. The method of gene expression profiling may be, for example, a PCR-based method.

For all aspects of the invention, the expression levels of the genes may be normalized relative to the expression levels of one or more reference genes, or their expression products.

For all aspects of the invention, the subject preferably is a human patient.

For all aspects of the invention, the method may further comprise determining evidence of the expression levels of at least two of said genes, or their expression products. It is further contemplated that the method of the invention may further comprise determining evidence of the expression levels of at least three of said genes, or their expression products. It is also contemplated that the method of the invention may further comprise determining evidence of the expression levels of at least four of said genes, or their expression products. It is also contemplated that the method of the invention may further comprise determining evidence of the expression levels of at least five of said genes, or their expression products.

For all, aspects of the invention, the method may further comprise the step of creating a report summarizing said prediction.

For all aspects of the invention, it is contemplated that for every increment of an increase in the level of one or more predictive RNA transcripts or their expression products, the patient is identified to show an incremental increase in clinical outcome.

For all aspects of the invention, the determination of expression levels may occur more than one time. For all aspects of the invention, the determination of expression levels may occur before the patient is subjected to any therapy following surgical resection.

In a different aspect the invention is directed to a report comprising the predicted clinical outcome in a subject diagnosed with colorectal cancer following surgical resection of said cancer, comprising a prediction of clinical outcome based on information comprising the expression level of one or more predictive RNA transcripts listed in Tables 1A-B, 2A-B, 3A-B, 4A-B, 5A-B, 6 and/or 7, or their expression products, in a biological sample comprising cancer cells obtained from said subject wherein: (a) evidence of increased expression of one or more of the genes listed in Table 1A, 2A, 3A, 4A, and/or 5A, or the corresponding expression product, indicates a decreased likelihood of a positive clinical outcome; and (b) evidence of increased expression of one or more of the genes listed in Table 1B, 2B, 3B, 4B and/or 5B, or the corresponding expression product, indicates an increased likelihood of a positive clinical outcome. The clinical outcome of the report of the invention may be expressed, for example, in terms of Recurrence-Free Interval (RFI), Overall Survival (OS), Disease-Free Survival (DFS), or Distant Recurrence-Free Interval (DRFI). In one embodiment that cancer is Dukes B (stage II) or Dukes C (stage III) colorectal cancer. The prediction of clinical outcome may comprise an estimate of the likelihood of a particular clinical outcome for a subject or may comprise the classification of a subject into a risk group based on said estimate.

In another aspect the invention is directed to a report predicting clinical outcome for a subject diagnosed with colorectal cancer following surgical resection of said cancer, comprising a prediction of clinical outcome based on information comprising the expression level of one or more predictive RNA transcripts listed in Tables 1.2A-B, 2.2A-B, 3.2A-B, 4.2A-B, 5.2A-B, 6.2 and/or 7.2, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein (a) evidence of increased expression of one or more of the genes listed in Table 1.2A, 2.2A, 3.2A, 4.2A and/or 5.2A, or the corresponding expression product, indicates a decreased likelihood of a positive clinical outcome; and (b) evidence of increased expression of one or more of the genes listed in Table 1.2B, 2.2B, 3.2B, 4.2B and/or 5.2B, or the corresponding expression product, indicates an increased likelihood of a positive clinical outcome. The clinical outcome of the report of the invention may be expressed, for example, in terms of Recurrence-Free Interval (RFI), Overall Survival (OS), Disease-Free Survival (DFS), or Distant Recurrence-Free Interval (DRFI). In one embodiment that cancer is Dukes B (stage II) or Dukes C (stage III) colorectal cancer. The prediction of clinical outcome may comprise an estimate of the likelihood of a particular clinical outcome for a subject or may comprise the classification of a subject into a risk group based on said estimate.

In another aspect, the invention concerns a report predicting clinical outcome for a subject diagnosed with colorectal cancer following surgical resection of said cancer, comprising a prediction of clinical outcome based on information comprising the expression level of one or more predictive RNA transcripts listed in Tables 1A-B, 1.2A-B, 2A-B, 2.2A-B, 3A-B, 3.2A-B, 4A-B, 4.2A-B, 5A-B, 5.2A-B, 6, 6.2, 7 and/or 7.2, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein (a) evidence of increased expression of one or more of the genes listed in Table 1A,1.2A, 2A, 2.2A, 3A, 3.2A, 4A, 4.2A, 5A and/or 5.2A, or the corresponding expression product, indicates a decreased likelihood of a positive clinical outcome; and (b) evidence of increased expression of one or more of the genes listed in Table 1B,1.2B, 2B, 2.2B, 3B, 3.2B, 4B, 4.2B, 5B and/or 5.2B, or the corresponding expression product, indicates an increased likelihood of a positive clinical outcome. The prediction of clinical outcome may comprise an estimate of the likelihood of a particular clinical outcome for a subject or may comprise the classification of a subject into a risk group based on said estimate.

In another aspect the invention is directed to a report predicting clinical outcome in a subject diagnosed with Dukes B (stage II) colorectal cancer following surgical resection of said cancer, comprising a prediction of clinical outcome based on information comprising the expression level of one or more predictive RNA transcripts selected from the group consisting of ALCAM, CD24, CDH11, CENPE, CLTC, CYR61, EMR3, ICAM2, LOX, MADH2, MGAT5, MT3, NUFIP1, PRDX6, SIR2, SOS1, STAT5B, TFF3, TMSB4X, TP53BP1, WIF, CAPG, CD28, CDC20, CKS1B, DKK1, HSD17B2, and MMP7, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein: (a) evidence of increased expression of one or more of the genes selected from the group consisting of ALCAM, CD24, CDH11, CENPE, CLTC, CYR61, EMR3, ICAM2, LOX, MADH2, MGAT5, MT3, NUFIP1, PRDX6, SIR2, SOS1, STAT5B, TFF3, TMSB4X, TP53BP1, and WIF, or the corresponding expression product, indicates a decreased likelihood of positive clinical outcome; and (b) evidence of increased expression of one or more of the genes selected from the group consisting of CAPG, CD28, CDC20, CKS1B, DKK1, HSD17B2, and MMP7, or the corresponding expression product, indicates an increased likelihood of positive clinical outcome. The prediction of clinical outcome may comprise an estimate of the likelihood of a particular clinical outcome for a subject or may comprise the classification of a subject into a risk group based on said estimate.

In another aspect the invention is directed to a report predicting clinical outcome in a subject diagnosed with Dukes C (stage III) colorectal cancer following surgical resection of said cancer, comprising a prediction of clinical outcome based on information comprising the expression level of one or more predictive RNA transcripts selected from the group consisting of CAPG, CD28, CKS1B, CYR61, DKK1, HSD17B2, LOX, MMP7, SIR2, ALCAM, CD24, CDC20, CDH11, CENPE, CLTC, EMR3, ICAM2, MADH2, MGAT5, MT3, NUFIP1, PRDX6, SOS!, STAT5B, TFF3, TMSB4X, TP53BP1, and WIF, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein: (a) evidence of increased expression of one or more of the genes selected from the group consisting of CAPG, CD28, CKS1B, CYR61, DKK1, HSD17B2, LOX, MMP7, and SIR2, or the corresponding expression product, indicates a decreased likelihood of positive clinical outcome; and (b) evidence of increased expression of one or more of the genes selected from the group consisting of ALCAM, CD24, CDC20, CDH11, CENPE, CLTC, EMR3, ICAM2, MADH2, MGAT5, MT3, NUFIP1, PRDX6, SOS1, STAT5B, TFF3, TMSB4X, TP53BP1, and WIF, or the corresponding expression product, indicates an increased likelihood of positive clinical outcome. The prediction of clinical outcome may comprise an estimate of the likelihood of a particular clinical outcome for a subject or may comprise the classification of a subject into a risk group based on said estimate.

In a different aspect the invention concerns a kit comprising one or more of (1) extraction buffer/reagents and protocol; (2) reverse transcription buffer/reagents and protocol; and (3) qPCR buffer/reagents and protocol suitable for performing the methods of this invention. The kit may comprise data retrieval and analysis software.

BRIEF DESCRIPTION OF DRAWINGS

FIG. 1 shows a dendrogram representing the expression clustering of 142 genes that were statistically significantly related to recurrence-free interval (Tables 1.2A and 1.2B) in the univariate Cox proportional hazards analysis. The cluster analysis used the unweighted pair-group average amalgamation method and 1-Pearson r as the distance measure. The identities of particular genes in clusters of interest are indicated along the x-axis.

DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENT A. Definitions

Unless defined otherwise, technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. Singleton et al., Dictionary of Microbiology and Molecular Biology 2nd ed., J. Wiley & Sons (New York, N.Y. 1994), and March, Advanced Organic Chemistry Reactions, Mechanisms and Structure 4th ed., John Wiley & Sons (New York, N.Y. 1992), provide one skilled in the art with a general guide to many of the terms used in the present application.

One skilled in the art will recognize many methods and materials similar or equivalent to those described herein, which could be used in the practice of the present invention. Indeed, the present invention is in no way limited to the methods and materials described. For purposes of the present invention, the following terms are defined below.

The term “tumor,” as used herein, refers to all neoplastic cell growth and proliferation, whether malignant or benign, and all pre-cancerous and cancerous cells and tissues.

The terms “cancer” and “cancerous” refer to or describe the physiological condition in mammals that is typically characterized by unregulated cell growth. Examples of cancer include, but are not limited to, breast cancer, ovarian cancer, colon cancer, lung cancer, prostate cancer, hepatocellular cancer, gastric cancer, pancreatic cancer, cervical cancer, liver cancer, bladder cancer, cancer of the urinary tract, thyroid cancer, renal cancer, carcinoma, melanoma, and brain cancer.

The “pathology” of cancer includes all phenomena that compromise the well-being of the patient. This includes, without limitation, abnormal or uncontrollable cell growth, metastasis, interference with the normal functioning of neighboring cells, release of cytokines or other secretory products at abnormal levels, suppression or aggravation of inflammatory or immunological response, neoplasia, premalignancy, malignancy, invasion of surrounding or distant tissues or organs, such as lymph nodes, etc.

The term “colorectal cancer” is used in the broadest sense and refers to (1) all stages and all forms of cancer arising from epithelial cells of the large intestine and/or rectum and/or (2) all stages and all forms of cancer affecting the lining of the large intestine and/or rectum. In the staging systems used for classification of colorectal cancer, the colon and rectum are treated as one organ.

According to the tumor, node, metastatis (TNM) staging system of the American Joint Committee on Cancer (AJCC) (Greene et al. (eds.), AJCC Cancer Staging Manual. 6th Ed. New York, N.Y.: Springer; 2002), the various stages of colorectal cancer are defined as follows:

Tumor: T1: tumor invades submucosa; T2: tumor invades muscularis propria; T3: tumor invades through the muscularis propria into the subserose, or into the pericolic or perirectal tissues; T4: tumor directly invades other organs or structures, and/or perforates.

Node: N0: no regional lymph node metastasis; N1: metastasis in 1 to 3 regional lymph nodes; N2: metastasis in 4 or more regional lymph nodes.

Metastasis:M0: mp distant metastasis; M1: distant metastasis present.

Stage groupings: Stage I: T1 N0 M0; T2 N0 M0; Stage II: T3 N0 M0; T4 N0 M0; Stage III: any T, N1-2; M0; Stage IV: any T, any N, M1.

According to the Modified Duke Staging System, the various stages of colorectal cancer are defined as follows:

Stage A: the tumor penetrates into the mucosa of the bowel wall but not further. Stage B: tumor penetrates into and through the muscularis propria of the bowel wall; Stage C: tumor penetrates into but not through muscularis propria of the bowel wall, there is pathologic evidence of colorectal cancer in the lymph nodes; or tumor penetrates into and through the muscularis propria of the bowel wall, there is pathologic evidence of cancer in the lymph nodes; Stage D: tumor has spread beyond the confines of the lymph nodes, into other organs, such as the liver, lung or bone.

Prognostic factors are those variables related to the natural history of colorectal cancer, which influence the recurrence rates and outcome of patients once they have developed colorectal cancer. Clinical parameters that have been associated with a worse prognosis include, for example, lymph node involvement, and high grade tumors. Prognostic factors are frequently used to categorize patients into subgroups with different baseline relapse risks.

The term “prognosis” is used herein to refer to the prediction of the likelihood of cancer-attributable death or progression, including recurrence, metastatic spread, and drug resistance, of a neoplastic disease, such as colon cancer.

The term “prediction” is used herein to refer to the likelihood that a patient will have a particular clinical outcome, whether positive or negative, following surgical removal of the primary tumor. The predictive methods of the present invention can be used clinically to make treatment decisions by choosing the most appropriate treatment modalities for any particular patient. The predictive methods of the present invention are valuable tools in predicting if a patient is likely to respond favorably to a treatment regimen, such as surgical intervention. The prediction may include prognostic factors.

The term “positive clinical outcome” means an improvement in any measure of patient status, including those measures ordinarily used in the art, such as an increase in the duration of Recurrence-Free interval (RFI), an increase in the time of Overall Survival (OS), an increase in the time of Disease-Free Survival (DFS), an increase in the duration of Distant Recurrence-Free Interval (DRFI), and the like. An increase in the likelihood of positive clinical outcome corresponds to a decrease in the likelihood of cancer recurrence.

The term “risk classification” means the level of risk or the prediction that a subject will experience a particular clinical outcome. A subject may be classified into a risk group or classified at a level of risk based on the predictive methods of the present invention. A “risk group” is a group of subjects or individuals with a similar level of risk for a particular clinical outcome.

The term “long-term” survival is used herein to refer to survival for at least 3 years, more preferably for at least 5 years.

The term “Recurrence-Free Interval (RFI)” is used herein to refer to time in years to first colon cancer recurrence censoring for second primary cancer as a first event or death without evidence of recurrence.

The term “Overall Survival (OS)” is used herein to refer to time in years from surgery to death from any cause.

The term “Disease-Free Survival (DFS)” is used herein to refer to time in years to colon cancer recurrence or death from any cause.

The term “Distant Recurrence-Free Interval (DRFI)” is used herein to refer to the time (in years) from surgery to the first anatomically distant cancer recurrence.

The calculation of the measures listed above in practice may vary from study to study depending on the definition of events to be either censored or not considered.

The term “microarray” refers to an ordered arrangement of hybridizable array elements, preferably polynucleotide probes, on a substrate.

The term “polynucleotide,” when used in singular or plural, generally refers to any polyribonucleotide or polydeoxribonucleotide, which may be unmodified RNA or DNA or modified RNA or DNA. Thus, for instance, polynucleotides as defined herein include, without limitation, single- and double-stranded DNA, DNA including single- and double-stranded regions, single- and double-stranded RNA, and RNA including single- and double-stranded regions, hybrid molecules comprising DNA and RNA that may be single-stranded or, more typically, double-stranded or include single- and double-stranded regions. In addition, the term “polynucleotide” as used herein refers to triple-stranded regions comprising RNA or DNA or both RNA and DNA. The strands in such regions may be from the same molecule or from different molecules. The regions may include all of one or more of the molecules, but more typically involve only a region of some of the molecules. One of the molecules of a triple-helical region often is an oligonucleotide. The term “polynucleotide” specifically includes cDNAs. The term includes DNAs (including cDNAs) and RNAs that contain one or more modified bases. Thus, DNAs or RNAs with backbones modified for stability or for other reasons are “polynucleotides” as that term is intended herein. Moreover, DNAs or RNAs comprising unusual bases, such as inosine, or modified bases, such as tritiated bases, are included within the term “polynucleotides” as defined herein. In general, the term “polynucleotide” embraces all chemically, enzymatically and/or metabolically modified forms of unmodified polynucleotides, as well as the chemical forms of DNA and RNA characteristic of viruses and cells, including simple and complex cells.

The term “oligonucleotide” refers to a relatively short polynucleotide, including, without limitation, single-stranded deoxyribonucleotides, single- or double-stranded ribonucleotides, RNA:DNA hybrids and double-stranded DNAs. Oligonucleotides, such as single-stranded DNA probe oligonucleotides, are often synthesized by chemical methods, for example using automated oligonucleotide synthesizers that are commercially available. However, oligonucleotides can be made by a variety of other methods, including in vitro recombinant DNA-mediated techniques and by expression of DNAs in cells and organisms.

The terms “differentially expressed gene,” “differential gene expression” and their synonyms, which are used interchangeably, refer to a gene whose expression is activated to a higher or lower level in a subject suffering from a disease, specifically cancer, such as colon cancer, relative to its expression in a normal or control subject. The terms also include genes whose expression is activated to a higher or lower level at different stages of the same disease. It is also understood that a differentially expressed gene may be either activated or inhibited at the nucleic acid level or protein level, or may be subject to alternative splicing to result in a different polypeptide product. Such differences may be evidenced by a change in mRNA levels, surface expression, secretion or other partitioning of a polypeptide, for example. Differential gene expression may include a comparison of expression between two or more genes or their gene products, or a comparison of the ratios of the expression between two or more genes or their gene products, or even a comparison of two differently processed products of the same gene, which differ between normal subjects and subjects suffering from a disease, specifically cancer, or between various stages of the same disease. Differential expression includes both quantitative, as well as qualitative, differences in the temporal or cellular expression pattern in a gene or its expression products among, for example, normal and diseased cells, or among cells which have undergone different disease events or disease stages. For the purpose of this invention, “differential gene expression” is considered to be present when there is at least an about two-fold, preferably at least about four-fold, more preferably at least about six-fold, most preferably at least about ten-fold difference between the expression of a given gene in normal and diseased subjects, or in various stages of disease development in a diseased subject.

The term “over-expression” with regard to an RNA transcript is used to refer to the level of the transcript determined by normalization to the level of reference mRNAs, which might be all measured transcripts in the specimen or a particular reference set of mRNAs.

The phrase “gene amplification” refers to a process by which multiple copies of a gene or gene fragment are formed in a particular cell or cell line. The duplicated region (a stretch of amplified DNA) is often referred to as “amplicon.” Usually, the amount of the messenger RNA (mRNA) produced, i.e., the level of gene expression, also increases in the proportion of the number of copies made of the particular gene expressed.

“Stringency” of hybridization reactions is readily determinable by one of ordinary skill in the art, and generally is an empirical calculation dependent upon probe length, washing temperature, and salt concentration. In general, longer probes require higher temperatures for proper annealing, while shorter probes need lower temperatures. Hybridization generally depends on the ability of denatured DNA to reanneal when complementary strands are present in an environment below their melting temperature. The higher the degree of desired homology between the probe and hybridizable sequence, the higher the relative temperature which can be used. As a result, it follows that higher relative temperatures would tend to make the reaction conditions more stringent, while lower temperatures less so. For additional details and explanation of stringency of hybridization reactions, see Ausubel et al., Current Protocols in Molecular Biology, Wiley Interscience Publishers, (1995).

“Stringent conditions” or “high stringency conditions”, as defined herein, typically: (1) employ low ionic strength and high temperature for washing, for example 0.015 M sodium chloride/0.0015 M sodium citrate/0.1% sodium dodecyl sulfate at 50° C.; (2) employ during hybridization a denaturing agent, such as formamide, for example, 50% (v/v) formamide with 0.1% bovine serum albumin/0.1% Ficoll/0.1% polyvinylpyrrolidone/50 mM sodium phosphate buffer at pH 6.5 with 750 mM sodium chloride, 75 mM sodium citrate at 42° C.; or (3) employ 50% formamide, 5×SSC (0.75 M NaCl, 0.075 M sodium citrate), 50 mM sodium phosphate (pH 6.8), 0.1% sodium pyrophosphate, 5×Denhardt's solution, sonicated salmon sperm DNA (50 μg/ml), 0.1% SDS,. and 10% dextran sulfate at 42° C., with washes at 42° C. in 0.2×SSC (sodium chloride/sodium citrate) and 50% formamide, followed by a high-stringency wash consisting of 0.1×SSC containing EDTA at 55° C.

“Moderately stringent conditions” may be identified as described by Sambrook et al., Molecular Cloning: A Laboratory Manual, New York: Cold Spring Harbor Press, 1989, and include the use of washing solution and hybridization conditions (e.g., temperature, ionic strength and % SDS) less stringent that those described above. An example of moderately stringent conditions is overnight incubation at 37° C. in a solution comprising: 20% formamide, 5×SSC (150 mM NaCl, 15 mM trisodium citrate), 50 mM sodium phosphate (pH 7.6), 5×Denhardt's solution, 10% dextran sulfate, and 20 mg/ml denatured sheared salmon sperm DNA, followed by washing the filters in 1×SSC at about 37-50° C. The skilled artisan will recognize how to adjust the temperature, ionic strength, etc. as necessary to accommodate factors such as probe length and the like.

In the context of the present invention, reference to “at least one,” “at least two,” “at least five,” etc. of the genes listed in any particular gene set means any one or any and all combinations of the genes listed.

The term “node negative” cancer, such as “node negative” colon cancer, is used herein to refer to cancer that has not spread to the lymph nodes.

The terms “splicing” and “RNA splicing” are used interchangeably and refer to RNA processing that removes introns and joins exons to produce mature mRNA with continuous coding sequence that moves into the cytoplasm of an eukaryotic cell.

In theory, the term “exon” refers to any segment of an interrupted gene that is represented in the mature RNA product (B. Lewin. Genes IV Cell Press, Cambridge Mass. 1990). In theory the term “intron” refers to any segment of DNA that is transcribed but removed from within the transcript by splicing together the exons on either side of it. Operationally, exon sequences occur in the mRNA sequence of a gene as defined by Ref. SEQ ID numbers. Operationally, intron sequences are the intervening sequences within the genomic DNA of a gene, bracketed by exon sequences and having GT and AG splice consensus sequences at their 5′ and 3′ boundaries.

The term “expression cluster” is used herein to refer to a group of genes which demonstrate similar expression patterns when studied within samples from a defined set of patients. As used herein, the genes within an expression cluster show similar expression patterns when studied within samples from patients with Stage II and/or Stage III cancers of the colon and/or rectum.

B.1 General Description of the Invention

The practice of the present invention will employ, unless otherwise indicated, conventional techniques of molecular biology (including recombinant techniques), microbiology, cell biology, and biochemistry, which are within the skill of the art. Such techniques are explained fully in the literature, such as, “Molecular Cloning: A Laboratory Manual”, 2^(nd) edition (Sambrook et al., 1989); “Oligonucleotide Synthesis” (M. J. Gait, ed., 1984); “Animal Cell Culture” (R. I. Freshney, ed., 1987); “Methods in Enzymology” (Academic Press, Inc.); “Handbook of Experimental Immunology”, 4^(th) edition (D. M. Weir & C. C. Blackwell, eds., Blackwell Science Inc., 1987); “Gene Transfer Vectors for Mammalian Cells” (J. M. Miller & M. P. Calos, eds., 1987); “Current Protocols in Molecular Biology” (F. M. Ausubel et al., eds., 1987); and “PCR: The Polymerase Chain Reaction”, (Mullis et al., eds., 1994).

Based on evidence of differential expression of RNA transcripts in normal and cancer cells, the present invention provides prognostic gene markers for colorectal cancer. Thus, in a particular aspect, the invention provides prognostic gene markers of Stage II and/or Stage III colorectal cancer, including markers that are specifically prognostic to the outcome of either Stage II or Stage III disease and those that have prognostic value at both stages, reflecting underlying differences in tumor cells in the two stages and/or in the extent of tumor progression. The prognostic markers and associated information provided by the present invention allow physicians to make more intelligent treatment decisions, and to customize the treatment of colorectal cancer to the needs of individual patients, thereby maximizing the benefit of treatment and minimizing the exposure of patients to unnecessary treatments, which do not provide any significant benefits and often carry serious risks due to toxic side-effects.

Disruptions in the normal functioning of various physiological processes, including proliferation, apoptosis, angiogenesis and invasion, have been implicated in the pathology in cancer. The relative contribution of dysfunctions in particular physiological processes to the pathology of particular cancer types is not well characterized. Any physiological process integrates the contributions of numerous gene products expressed by the various cells involved in the process. For example, tumor cell invasion of adjacent normal tissue and intravasation of the tumor cell into the circulatory system are effected by an array of proteins that mediate various cellular characteristics, including cohesion among tumor cells, adhesion of tumor cells to normal cells and connective tissue, ability of the tumor cell first to alter its morphology and then to migrate through surrounding tissues, and ability of the tumor cell to degrade surrounding connective tissue structures.

Multi-analyte gene expression tests can measure the expression level of one or more genes involved in each of several relevant physiologic processes or component cellular characteristics. In some instances the predictive power of the test, and therefore its utility, can be improved by using the expression values obtained for individual genes to calculate a score which is more highly correlated with outcome than is the expression value of the individual genes. For example, the calculation of a quantitative score (recurrence score) that predicts the likelihood of recurrence in estrogen receptor-positive, node-negative breast cancer is describe in a co-pending U.S. patent application (Publication Number 20050048542). The equation used to calculate such a recurrence score may group genes in order to maximize the predictive value of the recurrence score. The grouping of genes may be performed at least in part based on knowledge of their contribution to physiologic functions or component cellular characteristics such as discussed above. The formation of groups, in addition, can facilitate the mathematical weighting of the contribution of various expression values to the recurrence score. The weighting of a gene group representing a physiological process or component cellular characteristic can reflect the contribution of that process or characteristic to the pathology of the cancer and clinical outcome. Accordingly, in an important aspect, the present invention also provides specific groups of the prognostic genes identified herein, that together are more reliable and powerful predictors of outcome than the individual genes or random combinations of the genes identified.

In addition, based on the determination of a recurrence score, one can choose to partition patients into subgroups at any particular value(s) of the recurrence score, where all patients with values in a given range can be classified as belonging to a particular risk group. Thus, the values chosen will define subgroups of patients with respectively greater or lesser risk.

The utility of a gene marker in predicting colon cancer outcome may not be unique to that marker. An alternative marker having a expression pattern that is closely similar to a particular test marker may be substituted for or used in addition to a test marker and have little impact on the overall predictive utility of the test. The closely similar expression patterns of two genes may result from involvement of both genes in a particular process and/or being under common regulatory control in colon tumor cells. The present invention specifically includes and contemplates the use of such substitute genes or gene sets in the methods of the present invention.

The prognostic markers and associated information provided by the present invention predicting the clinical outcome in Stage II and/or Stage III cancers of the colon and/or rectum has utility in the development of drugs to treat Stage II and/or Stage, III cancers of the colon and/or rectum.

The prognostic markers and associated information provided by the present invention predicting the clinical outcome in Stage II and/or Stage III cancers of the colon and/or rectum also have utility in screening patients for inclusion in clinical trials that test the efficacy of drug compounds for the treatment of patients with Stage II and/or Stage III cancers of the colon and/or rectum. In particular the prognostic markers may be used on samples collected from patients in a clinical trial and the results of the test used in conjunction with patient outcomes in order to determine whether subgroups of patients are more or less likely to show a response to the drug than the whole group or other subgroups.

The prognostic markers and associated information provided by the present invention predicting the clinical outcome in Stage II and/or Stage III cancers of the colon and/or rectum are useful as inclusion criterion for a clinical trial. For example, a patient is more likely to be included in a clinical trial if the results of the test indicate a higher likelihood that the patient will have a poor clinical outcome if treated with surgery alone and a patient is less likely to be included in a clinical trial if the results of the test indicate a lower likelihood that the patient will have a poor clinical outcome if treated with surgery alone.

In a particular embodiment, prognostic markers and associated information are used to design or produce a reagent that modulates the level or activity of the gene's transcript or its expression product. Said reagents may include but are not limited to an antisense RNA, a small inhibitory RNA, a ribozyme, a monoclonal or polyclonal antibody.

In a further embodiment, said gene or its transcript, or more particularly, an expression product of said transcript is used in an (screening) assay to identify a drug compound, wherein said drug compounds is used in the development of a drug to treat Stage II and/or Stage III cancers of the colon and/or rectum.

In various embodiments of the inventions, various technological approaches are available for determination of expression levels of the disclosed genes, including, without limitation, RT-PCR, microarrays, serial analysis of gene expression (SAGE) and Gene Expression Analysis by Massively Parallel Signature Sequencing (MPSS), which will be discussed in detail below. In particular embodiments, the expression level of each gene may be determined in relation to various features of the expression products of the gene including exons, introns, protein epitopes and protein activity. In other embodiments, the expression level of a gene may be inferred from analysis of the structure of the gene, for example from the analysis of the methylation pattern of gene's promoter(s).

B.2 Gene Expression Profiling

Methods of gene expression profiling include methods based on hybridization analysis of polynucleotides, methods based on sequencing of polynucleotides, and proteomics-based methods. The most commonly used methods known in the art for the quantification of mRNA expression in a sample include northern blotting and in situ hybridization (Parker & Barnes, Methods in Molecular Biology 106:247-283 (1999)); RNAse protection assays (Hod, Biotechniques 13:852-854 (1992)); and PCR-based methods, such as reverse transcription polymerase chain reaction (RT-PCR) (Weis et al., Trends in Genetics 8:263-264 (1992)). Alternatively, antibodies may be employed that can recognize sequence-specific duplexes, including DNA duplexes, RNA duplexes, and DNA-RNA hybrid duplexes or DNA-protein duplexes. Representative methods for sequencing-based gene expression analysis include Serial Analysis of Gene Expression (SAGE), and gene expression analysis by massively parallel signature sequencing (MPSS).

a. Reverse Transcriptase PCR (RT-PCR)

Of the techniques listed above, the most sensitive and most flexible quantitative method is RT-PCR, which can be used to determine mRNA levels in various samples. The results can be used to compare gene expression patterns between sample sets, for example in normal and tumor tissues and in patients with or without drug treatment.

The first step is the isolation of mRNA from a target sample. The starting material is typically total RNA isolated from human tumors or tumor cell lines, and corresponding normal tissues or cell lines, respectively. Thus RNA can be isolated from a variety of primary tumors, including breast, lung, colon, prostate, brain, liver, kidney, pancreas, spleen, thymus, testis, ovary, uterus, etc., tumor, or tumor cell lines, with pooled DNA from healthy donors. If the source of mRNA is a primary tumor, mRNA can be extracted, for example, from frozen or archived paraffin-embedded and fixed (e.g. formalin-fixed) tissue samples.

General methods for mRNA extraction are well known in the art and are disclosed in standard textbooks of molecular biology, including Ausubel et al., Current Protocols of Molecular Biology, John Wiley and Sons (1997). Methods for RNA extraction from paraffin embedded tissues are disclosed, for example, in Rupp and Locker, Lab Invest. 56:A67 (1987), and De Andres et al., BioTechniques 18:42044 (1995). In particular, RNA isolation can be performed using purification kit, buffer set and protease from commercial manufacturers, such as Qiagen, according to the manufacturer's instructions. For example, total RNA from cells in culture can be isolated using Qiagen RNeasy mini-columns. Other commercially available RNA isolation kits include MasterPure™ Complete DNA and RNA Purification Kit (EPICENTRE®, Madison, Wis.), and Paraffin Block RNA Isolation Kit (Ambion, Inc.). Total RNA from tissue samples can be isolated using RNA Stat-60 (Tel-Test). RNA prepared from tumor can be isolated, for example, by cesium chloride density gradient centrifugation.

As RNA cannot serve as a template for PCR, the first step in gene expression profiling by RT-PCR is the reverse transcription of the RNA template into cDNA, followed by its exponential amplification in a PCR reaction. The two most commonly used reverse transcriptases are avilo myeloblastosis virus reverse transcriptase (AMV-RT) and Moloney murine leukemia virus reverse transcriptase (MMLV-RT). The reverse transcription step is typically primed using specific primers, random hexamers, or oligo-dT primers, depending on the circumstances and the goal of expression profiling. For example, extracted RNA can be reverse-transcribed using a GeneAmp RNA PCR kit (Perkin Elmer, CA, USA), following the manufacturer's instructions. The derived cDNA can then be used as a template in the subsequent PCR reaction.

Although the PCR step can use a variety of thermostable DNA-dependent DNA polymerases, it typically employs the Taq DNA polymerase, which has a 5′-3′ nuclease activity but lacks a 3′-5′ proofreading endonuclease activity. Thus, TaqMan® PCR typically utilizes the 5′-nuclease activity of Taq or Tth polymerase to hydrolyze a hybridization probe bound to its target amplicon, but any enzyme with equivalent 5′ nuclease activity can be used. Two oligonucleotide primers are used to generate an amplicon typical of a PCR reaction. A third oligonucleotide, or probe, is designed to detect nucleotide sequence located between the two PCR primers. The probe is non-extendible by Taq DNA polymerase enzyme, and is labeled with a reporter fluorescent dye and a quencher fluorescent dye. Any laser-induced emission from the reporter dye is quenched by the quenching dye when the two dyes are located close together as they are on the probe. During the amplification reaction, the Taq DNA polymerase enzyme cleaves the probe in a template-dependent manner. The resultant probe fragments disassociate in solution, and signal from the released reporter dye is free from the quenching effect of the second fluorophore. One molecule of reporter dye is liberated for each new molecule synthesized, and detection of the unquenched reporter dye provides the basis for quantitative interpretation of the data.

TaqMan® RT-PCR can be performed using commercially available equipment, such as, for example, ABI PRISM 7700™ Sequence Detection System™ (Perkin-Elmer-Applied Biosystems, Foster City, Calif., USA), or Lightcycler (Roche Molecular Biochemicals, Mannheim, Germany). In a preferred embodiment, the 5′ nuclease procedure is run on a real-time quantitative PCR device such as the ABI PRISM 7700™ Sequence Detection System™. The system consists of a thermocycler, laser, charge-coupled device (CCD), camera and computer. The system amplifies samples in a 96-well format on a thermocycler. During amplification, laser-induced fluorescent signal is collected in real-time through fiber optics cables for all 96 wells, and detected at the CCD. The system includes software for running the instrument and for analyzing the data.

5′-Nuclease assay data are initially expressed as Ct, or the threshold cycle. As discussed above, fluorescence values are recorded during every cycle and represent the amount of product amplified to that point in the amplification reaction. The point when the fluorescent signal is first recorded as statistically significant is the threshold cycle (C_(t)).

To minimize errors and the effect of sample-to-sample variation, RT-PCR is usually performed using an internal standard. The ideal internal standard is expressed at a constant level among different tissues, and is unaffected by the experimental treatment. RNAs most frequently used to normalize patterns of gene expression are mRNAs for the housekeeping genes glyceraldehyde-3-phosphate-dehydrogenase (GAPDH) and β-actin.

A more recent variation of the RT-PCR technique is the real time quantitative PCR, which measures PCR product accumulation through a dual-labeled fluorigenic probe (i.e., TaqMan® probe). Real time PCR is compatible both with quantitative competitive PCR, where internal competitor for each target sequence is used for normalization, and with quantitative comparative PCR using a normalization gene contained within the sample, or a housekeeping gene for RT-PCR. For further details see, e.g. Held et al., Genome Research 6:986-994 (1996).

The steps of a representative protocol for profiling gene expression using fixed, paraffin-embedded tissues as the RNA source, including mRNA isolation, purification, primer extension and amplification are given in various published journal articles (for example: T. E. Godfrey et al. J. Molec. Diagnostics 2: 84-91 (2000); K. Specht et al., Am. J. Pathol. 158: 419-29 (2001)). Briefly, a representative process starts with cutting about 10 μm thick sections of paraffin-embedded tumor tissue samples. The RNA is then extracted, and protein and DNA are removed. After analysis of the RNA concentration, RNA repair and/or amplification steps may be included, if necessary, and RNA is reverse transcribed using gene specific promoters followed by RT-PCR.

b. MassARRAY System

In the MassARRAY-based gene expression profiling method, developed by Sequenom, Inc. (San Diego, Calif.) following the isolation of RNA and reverse transcription, the obtained cDNA is spiked with a synthetic DNA molecule (competitor), which matches the targeted cDNA region in all positions, except a single base, and serves as an internal standard. The cDNA/competitor mixture is PCR amplified and is subjected to a post-PCR shrimp alkaline phosphatase (SAP) enzyme treatment, which results in the dephosphorylation of the remaining nucleotides. After inactivation of the alkaline phosphatase, the PCR products from the competitor and cDNA are subjected to primer extension, which generates distinct mass signals for the competitor- and cDNA-derives PCR products. After purification, these products are dispensed on a chip array, which is pre-loaded with components needed for analysis with matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF MS) analysis. The cDNA present in the reaction is then quantified by analyzing the ratios of the peak areas in the mass spectrum generated. For further details see, e.g. Ding and Cantor, Proc. Natl. Acad. Sci. USA 100:3059-3064 (2003).

c. Other PCR-Based Methods

Further PCR-based techniques include, for example, differential display (Liang and Pardee, Science 257:967-971 (1992)); amplified fragment length polymorphism (iAFLP) (Kawamoto et al., Genome Res. 12:1305-1312 (1999)); BeadArray™ technology (Illumina, San Diego, Calif.; Oliphant et al., Discovery of Markers for Disease (Supplement to Biotechniques), June 2002; Ferguson et al., Analytical Chemistry 72:5618 (2000)); BeadsArray for Detection of Gene Expression (BADGE), using the commercially available Luminex100 LabMAP system and multiple color-coded microspheres (Luminex Corp., Austin, Tex.) in a rapid assay for gene expression (Yang et al., Genome Res. 11:1888-1898 (2001)); and high coverage expression profiling (HiCEP) analysis (Fukumura et al., Nucl. Acids. Res. 31(16) e94 (2003)).

d. Microarrays

Differential gene expression can also be identified, or confirmed using the microarray technique. Thus, the expression profile of colon cancer-associated genes can be measured in either fresh or paraffin-embedded tumor tissue, using microarray technology. In this method, polynucleotide sequences of interest (including cDNAs and oligonucleotides) are plated, or arrayed, on a microchip substrate. The arrayed sequences are then hybridized with specific DNA probes from cells or tissues of interest. Just as in the RT-PCR method, the source of mRNA typically is total RNA isolated from human tumors or tumor cell lines, and corresponding normal tissues or cell lines. Thus RNA can be isolated from a variety of primary tumors or tumor cell lines. If the source of mRNA is a primary tumor, mRNA can be extracted, for example, from frozen or archived paraffin-embedded and fixed (e.g. formalin-fixed) tissue samples, which are routinely prepared and preserved in everyday clinical practice.

In a specific embodiment of the microarray technique, PCR amplified inserts of cDNA clones are applied to a substrate in a dense array. Preferably at least 10,000 nucleotide sequences are applied to the substrate. The microarrayed genes, immobilized on the microchip at 10,000 elements each, are suitable for hybridization under stringent conditions. Fluorescently labeled cDNA probes may be generated through incorporation of fluorescent nucleotides by reverse transcription of RNA extracted from tissues of interest. Labeled cDNA probes applied to the chip hybridize with specificity to each spot of DNA on the array. After stringent washing to remove non-specifically bound probes, the chip is scanned by confocal laser microscopy or by another detection method, such as a CCD camera. Quantitation of hybridization of each arrayed element allows for assessment of corresponding mRNA abundance. With dual color fluorescence, separately labeled cDNA probes generated from two sources of RNA are hybridized pair wise to the array. The relative abundance of the transcripts from the two sources corresponding to each specified gene is thus determined simultaneously. The miniaturized scale of the hybridization affords a convenient and rapid evaluation of the expression pattern for large numbers of genes. Such methods have been shown to have the sensitivity required to detect rare transcripts, which are expressed at a few copies per cell, and to reproducibly detect at least approximately two-fold differences in the expression levels (Schena et al., Proc. Natl. Acad. Sci. USA 93(2):106-149 (1996)). Microarray analysis can be performed by commercially available equipment, following manufacturer's protocols, such as by using the Affymetrix GenChip technology, or Incyte's microarray technology.

The development of microarray methods for large-scale analysis of gene expression makes it possible to search systematically for molecular markers of cancer classification and outcome prediction in a variety of tumor types.

e. Serial Analysis of Gene Expression (SAGE)

Serial analysis of gene expression (SAGE) is a method that allows the simultaneous and quantitative analysis of a large number of gene transcripts, without the need of providing an individual hybridization probe for each transcript. First, a short sequence tag (about 10-14 bp) is generated that contains sufficient information to uniquely identify a transcript, provided that the tag is obtained from a unique position within each transcript. Then, many transcripts are linked together to form long serial molecules, that can be sequenced, revealing the identity of the multiple tags simultaneously. The expression pattern of any population of transcripts can be quantitatively evaluated by determining the abundance of individual tags, and identifying the gene corresponding to each tag. For more details see, e.g. Velculescu et al., Science 270:484-487 (1995); and Velculescu et al., Cell 88:243-51 (1997).

f. Gene Expression Analysis by Massively Parallel Signature Sequencing (MPSS)

This method, described by Brenner et al., Nature Biotechnology 18:630-634 (2000), is a sequencing approach that combines non-gel-based signature sequencing with in vitro cloning of millions of templates on separate 5 μm diameter microbeads. First, a microbead library of DNA templates is constructed by in vitro cloning. This is followed by the assembly of a planar array of the template-containing microbeads in a flow cell at a high density (typically greater than 3×10⁶ microbeads/cm²). The free ends of the cloned templates on each microbead are analyzed simultaneously, using a fluorescence-based signature sequencing method that does not require DNA fragment separation. This method has been shown to simultaneously and accurately provide, in a single operation, hundreds of thousands of gene signature sequences from a yeast cDNA library.

g. Immunohistochemistry

Immunohistochemistry methods are also suitable for detecting the expression levels of the prognostic markers of the present invention. Thus, antibodies or antisera, preferably polyclonal antisera, and most preferably monoclonal antibodies specific for each marker are used to detect expression. The antibodies can be detected by direct labeling of the antibodies themselves, for example, with radioactive labels, fluorescent labels, hapten labels such as, biotin, or an enzyme such as horse radish peroxidase or alkaline phosphatase. Alternatively, unlabeled primary antibody is used in conjunction with a labeled secondary antibody, comprising antisera, polyclonal antisera or a monoclonal antibody specific for the primary antibody. Immunohistochemistry protocols and kits are well known in the art and are commercially available.

h. Proteomics

The term “proteome” is defined as the totality of the proteins present in a sample (e.g. tissue, organism, or cell culture) at a certain point of time. Proteomics includes, among other things, study of the global changes of protein expression in a sample (also referred to as “expression proteomics”). Proteomics typically includes the following steps: (1) separation of individual proteins in a sample by 2-D gel electrophoresis (2-D PAGE); (2) identification of the individual proteins recovered from the gel, e.g. my mass spectrometry or N-terminal sequencing, and (3) analysis of the data using bioinformatics. Proteomics methods are valuable supplements to other methods of gene expression profiling, and can be used, alone or in combination with other methods, to detect the products of the prognostic markers of the present invention.

i. Promoter Methylation Analysis

A number of methods for quantization of RNA transcripts (gene expression analysis) or their protein translation products are discussed herein. The expression level of genes may also be inferred from information regarding chromatin structure, such as for example the methylation status of gene promoters and other regulatory elements and the acetylation status of histones.

In particular, the methylation status of a promoter influences the level of expression of the gene regulated by that promoter. Aberrant methylation of particular gene promoters has been implicated in expression regulation, such as for example silencing of tumor suppressor genes. Thus, examination of the methylation status of a gene's promoter can be utilized as a surrogate for direct quantization of RNA levels.

Several approaches for measuring the methylation status of particular DNA elements have been devised, including methylation-specific PCR (Herman J. G. et al. (1996) Methylation-specific PCR: a novel PCR assay for methylation status of CpG islands. Proc. Natl Acad. Sci. USA. 93, 9821-9826.) and bisulfite DNA sequencing (Frommer M. et al. (1992) A genomic sequencing protocol that yields a positive display of 5-methylcytosine residues in individual DNA strands. Proc. Natl Acad. Sci. USA. 89, 1827-1831.). More recently, microarray-based technologies have been used to characterize promoter methylation status (Chen C. M. (2003) Methylation target array for rapid analysis of CpG island hypermethylation in multiple tissue genomes. Am. J. Pathol. 163, 37-45.).

j. Coexpression of Genes

A further aspect of the invention is the identification of gene expression clusters. Gene expression clusters can be identified by analysis of expression data using statistical analyses known in the art, including pairwise analysis of correlation based on Pearson correlation coefficients (Pearson K. and Lee A. (1902) Biometrika 2, 357).

In one embodiment, an expression cluster identified herein includes BGN, CALD1, COL1A1, COL1A2, SPARC, VIM and other genes which are known to be synthesized predominantly by stromal cells and to be involved in remodeling extracellular matrix. This expression cluster is referred to herein as the Extracellular Matrix Remodeling/Stromal cluster.

In another embodiment, an expression cluster identified herein includes ANXA2, KLK6, KLK10, LAMA3, LAMC2, MASPIN, SLPI, and other genes encoding epithelial cell secreted products, most of which are secreted predominantly by epithelial cells but which may be secreted by other cell types. This expression cluster is referred to herein as the Epithelial/Secreted cluster.

In still another embodiment, an expression cluster identified herein includes DUSP1, EGR1, EGR3, FOS, NR4A1, RHOB, and other genes whose transcription is upregulated early after exposure of cells to certain stimuli. A variety of stimuli trigger transcription of early response genes, e.g. exposure to growth factor s, which enables cells to quickly increase their motility and their ability to transport nutrients such as glucose. This expression cluster is referred to herein as the Early Response cluster.

In yet another embodiment, an expression cluster identified herein includes MCP1, CD68, CTSB, OPN, and other genes encoding proteins usually associated with cells of the immune system. This expression cluster is referred to herein as the Immune cluster.

In a further embodiment, an expression cluster identified herein includes CCNE2, CDC20, SKP2, CHK1, BRCA1, CSEL1 and other genes implicated in cell proliferation and regulation of the cell cycle. This expression cluster is referred to herein as the Proliferation/Cell Cycle cluster.

k. General Description of the mRNA Isolation, Purification and Amplification

The steps of a representative protocol for profiling gene expression using fixed, paraffin-embedded tissues as the RNA source, including mRNA isolation, purification, primer extension and amplification are provided in various published journal articles (for example: T. E. Godfrey et al,. J. Molec. Diagnostics 2: 84-91 (2000); K. Specht et al., Am. J. Pathol. 158: 419-29 (2001)). Briefly, a representative process starts with cutting about 10 μm thick sections of paraffin-embedded tumor tissue samples. The RNA is then extracted, and protein and DNA are removed. After analysis of the RNA concentration, RNA repair and/or amplification steps may be included, if necessary, and RNA is reverse transcribed using gene specific promoters followed by RT-PCR. Finally, the data are analyzed to identify the best treatment option(s) available to the patient on the basis of the characteristic gene expression pattern identified in the tumor sample examined, dependent on the predicted likelihood of cancer recurrence.

1. Colon Cancer Gene Set, Assayed Gene Subsequences, and Clinical Application of Gene Expression Data

An important aspect of the present invention is to use the measured expression of certain genes by colon cancer tissue to provide prognostic information. For this purpose it is necessary to correct for (normalize away) both differences in the amount of RNA assayed and variability in the quality of the RNA used. Therefore, the assay typically measures and incorporates the expression of certain normalizing genes, including well known housekeeping genes, such as GAPDH and Cyp1. Alternatively, normalization can be based on the mean or median signal (Ct) of all of the assayed genes or a large subset thereof (global normalization approach). On a gene-by-gene basis, measured normalized amount of a patient tumor mRNA is compared to the amount found in a colon cancer tissue reference set. The number (N) of colon cancer tissues in this reference set should be sufficiently high to ensure that different reference sets (as a whole) behave essentially the same way. If this condition is met, the identity of the individual colon cancer tissues present in a particular set will have no significant impact on the relative amounts of the genes assayed. Usually, the colon cancer tissue reference set consists of at least about 30, preferably at least about 40 different FPE colon cancer tissue specimens. Unless noted otherwise, normalized expression levels for each mRNA/tested tumor/patient will be expressed as a percentage of the expression level measured in the reference set. More specifically, the reference set of a sufficiently high number (e.g. 40) of tumors yields a distribution of normalized levels of each mRNA species. The level measured in a particular tumor sample to be analyzed falls at some percentile within this range, which can be determined by methods well known in the art. Below, unless noted otherwise, reference to expression levels of a gene assume normalized expression relative to the reference set although this is not always explicitly stated.

m. Design of Intron-Based PCR Primers and Probes

According to one aspect of the present invention, PCR primers and probes are designed based upon intron sequences present in the gene to be amplified. Accordingly, the first step in the primer/probe design is the delineation of intron sequences within the genes. This can be done by publicly available software, such as the DNA BLAT software developed by Kent, W. J., Genome Res. 12(4):656-64 (2002), or by the BLAST software including its variations. Subsequent steps follow well established methods of PCR primer and probe design.

In order to avoid non-specific signals, it is important to mask repetitive sequences within the introns when designing the primers and probes. This can be easily accomplished by using the Repeat Masker program available on-line through the Baylor College of Medicine, which screens DNA sequences against a library of repetitive elements and returns a query sequence in which the repetitive elements are masked. The masked intron sequences can then be used to design primer and probe sequences using any commercially or otherwise publicly available primer/probe design packages, such as Primer Express (Applied Bio systems); MGB assay-by-design (Applied Biosystems); Primer3 (Steve Rozen and Helen J. Skaletsky (2000) Primer3 on the WWW for general users and for biologist programmers. In: Krawetz S, Misener S (eds) Bioinformatics Methods and Protocols: Methods in Molecular Biology. Humana Press, Totowa, N.J., pp 365-386).

The most important factors considered in PCR primer design include primer length, melting temperature (Tm), and G/C content, specificity, complementary primer sequences, and 3′-end sequence. In general, optimal PCR primers are generally 17-30 bases in length, and contain about 20-80%, such as, for example, about 50-60% G+C bases. Tm's between 50 and 80° C., e.g. about 50 to 70° C. are typically preferred.

For further guidelines for PCR primer and probe design see, e.g. Dieffenbach, C. W. et al., “General Concepts for PCR Primer Design” in: PCR Primer, A Laboratory Manual, Cold Spring Harbor Laboratory Press, New York, 1995, pp. 133-155; Innis and Gelfand, “Optimization of PCRs” in: PCR Protocols, A Guide to Methods and Applications, CRC Press, London, 1994, pp. 5-11; and Plasterer, T. N. Primerselect: Primer and probe design. Methods Mol. Biol. 70:520-527 (1997), the entire disclosures of which are hereby expressly incorporated by reference.

n. Kits of the Invention

The materials for use in the methods of the present invention are suited for preparation of kits produced in accordance with well known procedures. The invention thus provides kits comprising agents, which may include gene-specific or gene-selective probes and/or primers, for quantitating the expression of the disclosed genes for predicting prognostic outcome or response to treatment. Such kits may optionally contain reagents for the extraction of RNA from tumor samples, in particular fixed paraffin-embedded tissue samples and/or reagents for RNA amplification. In addition, the kits may optionally comprise the reagent(s) with an identifying description or label or instructions relating to their use in the methods of the present invention. The kits may comprise containers (including microtiter plates suitable for use in an automated implementation of the method), each with one or more of the various reagents (typically in concentrated form) utilized in the methods, including, for example, pre-fabricated microarrays, buffers, the appropriate nucleotide triphosphates (e.g., dATP, dCTP, dGTP and dTTP; or rATP, rCTP, rGTP and UTP), reverse transcriptase, DNA polymerase, RNA polymerase, and one or more probes and primers of the present invention (e.g., appropriate length poly(T) or random primers linked to a promoter reactive with the RNA polymerase). Mathematical algorithms used to estimate or quantify prognostic or predictive information are also properly potential components of kits.

o. Reports of the Invention

The methods of this invention, when practiced for commercial diagnostic purposes generally produce a report or summary of the normalized expression levels of one or more of the selected genes. The methods of this invention will produce a report comprising a prediction of the clinical outcome of a subject diagnosed with colorectal cancer following surgical resection of said cancer. The methods and reports of this invention can further include storing the report in a database. Alternatively, the method can further create a record in a database for the subject and populate the record with data. In one embodiment the report is a paper report, in another embodiment the report is an auditory report, in another embodiment the report is an electronic record. It is contemplated that the report is provided to a physician and/of the patient. The receiving of the report can further include establishing a network connection to a server computer that includes the data and report and requesting the data and report from the server computer.

The methods provided by the present invention may also be automated in whole or in part.

All aspects of the present invention may also be practiced such that a limited number of additional genes that are co-expressed with the disclosed genes, for example as evidenced by high Pearson correlation coefficients, are included in a prognostic or predictive test in addition to and/or in place of disclosed genes.

Having described the invention, the same will be more readily understood through reference to the following Example, which is provided by way of illustration, and is not intended to limit the invention in any way.

Examples A Study to Explore Relationships Between Genomic Tumor Expression Profiles and the Likelihood of Recurrence in Dukes' B and Duke's C Patients Treated With Resection of the Colon

The primary objective of this study was to determine whether there is a significant relationship between the expression of each of 757 amplicons identified in Table B and clinical outcome in stage II and stage III colon cancer patients who receive colon resection (surgery) without chemotherapy.

Study Design

This was an exploratory study using tissue and outcome data from National Surgical Adjuvant Breast and Bowel Project (NSABP) Studies C-01 and C-02 in up to 400 Dukes B (stage II) and Dukes C (stage III) patients who received colon resection (surgery) only or surgery and postoperative Bacillus Calmette-Guerin (BCG).

Inclusion Criteria

Patients enrolled in either NSABP Study C-01: “A Clinical Trial To Evaluate Postoperative Immunotherapy And Postoperative Systemic Chemotherapy In The Management Of Resectable Colon Cancer” or NSABP Study C-02: “A Protocol To Evaluate The Postoperative Portal Vein Infusion Of 5-Flourouracil And Heparin In Adenocarcinoma Of The Colon” Details of C-01 and C-02 can be found on the NSABP Website at the following URL:

http://www.nsabp.pittedu/NSABP_Protocols.htm#treatment %20closed

Tissue samples from the surgery only and surgery+postoperative BCG arms of NSABP C01 and from the surgery only arm of NSABP C02 surgery were combined into one sample set.

Exclusion Criteria

Patients enrolled in NSABP Study C-01 or NSABP Study C-02 were excluded from the present study if one or more of the following applied:

No tumor block available from initial diagnosis in the NSABP archive.

-   -   Insufficient tumor in block as assessed by examination of         hematoxylin and eosin (H&E) slide     -   Insufficient RNA (<700 ng) recovered from tissue sections for         RT-PCR analysis.

Of 1943 patients enrolled in NSABP Study C-01 or NSABP Study C-02, 270 patient samples were available after application of exclusion criteria and used in the gene expression study disclosed herein. The overall demographic and clinical characteristics of the 270 included samples were similar to the original NSABP combined cohorts.

Gene Panel

Seven hundred sixty-one genes, including seven reference genes, were chosen for expression analysis. These genes are listed in Table A together with the sequences of primers and probes used in qRT-PCR to determine expression level.

Experimental Materials and Methods

The expression of 750 cancer-related genes and 7 genes designated for use as reference genes was quantitatively assessed for each patient using TaqMan® RT-PCR, which was performed in singlet with RNA input at 1 nanogram per reaction.

Data Analysis Methods Reference Normalization

For normalization of extraneous effects, cycle threshold (C_(T)) measurements obtained by RT-PCR were normalized relative to the mean expression of a set of six reference genes. The resulting reference-normalized expression measurements typically range from 0 to 15, where a one unit increase generally reflects a 2-fold increase in RNA quantity.

Comparison of Study Cohort to Original NSABP Study Populations

We compared the distribution of clinical and demographic variables for the current study cohort of evaluable tissue blocks versus the original NSABP C-01 and C-02 study populations. There were no clinically meaningful differences in the distributions.

Univariate Analysis

For each of the 757 amplicons under study, we used the Cox proportional hazard model to examine the relationship between gene expression and recurrence free interval (RFI). The likelihood ratio was used as the test of statistical significance. The method of Benjamini and Hochberg (Benjamini, Y. and Hochberg, Y. (1995). Controlling the false discovery rate: a practical and powerful approach to multiple testing. J.R. Statist. Soc. B 57, 289-300.), as well as resampling and permutation based methods (Tusher V G, Tibshirani R, Chu G (2001) Significance analysis of microarrays applied to the ionizing radiation response. Proc Natl Acad Sci USA, 98:5116-5121.; Storey J D, Tibshirani R (2001) Estimating false discovery rates under dependence, with applications to DNA microarrays. Stanford: Stanford University, Department of Statistics; Report No.: Technical Report 2001-28.; Korn E L, Troendle J, McShane L, Simon R (2001) Controlling the number of false discoveries: Application to high-dimensional genomic data. Technical Report 003. 2001. National Cancer Institute.) were applied to the resulting set of p-values to estimate false discovery rates. All analyses were repeated for each of the alternative endpoints: distant recurrence free interval (DRFI), overall survival (OS), and disease free survival (DFS).

Multivariate Analysis

For each of the 757 amplicons under study, we used the Cox proportional hazard model to examine the relationship between gene expression and RFI, while controlling for the effects of other standard clinical covariates (including tumor location, surgery type, tumor grade, number of lymph nodes examined, and number of positive lymph nodes. The difference in the log likelihoods of the (reduced) model including only the standard clinical covariates and the (full) model including the standard clinical covariates plus gene expression was used as the test of statistical significance.

Non-Linear Analysis

For each of the 757 amplicons under study, we explored alternative functional relationships between gene expression and recurrence using several different methods. For each amplicon, we fit a Cox proportional hazards model of RFI as a function of gene expression using a 2 degree-of-freedom (DF) natural spline (Stone C, Koo C. (1985) In Proceedings of the Statistical Computing Section ASA. Washington, D.C., 45-48). Statistical significance was assessed by the 2 DF likelihood ratio test for the model. Functional relationships were also explored by examining the pattern of (smoothed) Martingale residuals derived from univariate Cox proportional hazards models of RFI as a strictly linear function of gene expression (Gray R J (1992) Flexible methods for analyzing survival data using splines, with applications to breast cancer prognosis. Journal of the American Statistical Asssociation, 87:942-951.; Gray R J (1994) Spline-based tests in survival analysis. Biometrics, 50:640-652.; Gray R J (1990) Some diagnostic methods for Cox regression models through hazard smoothing. Biometrics, 46:93-102.). Additionally, cumulative sums of Martingale residuals from each the same Cox proportional hazards models were used to detect departures from linearity (Lin D, Wei L, Ying Z. (1993) Checking the Cox Model with Cumulative Sums of Martingale-Based Residuals. Vol. 80, No. 3, 557-572).

Interaction with Stage

We determined whether there is a significantly different relationship between gene expression and RFI in stage II and stage III patients. For each of the 757 amplicons, we tested the hypothesis that there is a significant difference between the (reduced) proportional hazards model for gene expression and tumor stage versus the (full) proportional hazards model based on gene expression, tumor stage, and their interaction. The difference in the log likelihoods of the reduced and full models was used as the test of statistical significance.

Table A shows qRT-PCR probe and primer sequences for all genes included in the study described in the Example.

Table B shows target amplicons for all genes included in the study described in the Example.

First Analysis Study Results

Reference Gene set for the first analysis was CLTC, FZD6, NEDD8, RPLPO, RPS13, UBB, UBC.

Table 1A shows associations for those genes whose increased expression is predictive of shorter Recurrence-Free Interval (RFI) based on univariate proportional hazards analysis.

Table 1B shows associations for those genes whose increased expression is predictive of longer Recurrence-Free Interval (RFI) based on univariate proportional hazards analysis.

Table 2A shows associations for those genes whose increased expression is predictive of decreased rate of Overall Survival (OS) based on univariate proportional hazards analysis.

Table 2B shows associations for those genes whose increased expression is predictive of increased rate of Overall Survival (OS) based on univariate proportional hazards analysis.

Table 3A shows associations for those genes whose increased expression is predictive of decreased rate of Disease Free Survival (DFS) based on univariate proportional hazards analysis.

Table 3B shows associations for those genes whose increased expression is predictive of increased rate of Disease Free Survival (DFS) based on univariate proportional hazards analysis.

Table 4A shows associations for those genes whose increased expression is predictive of shorter Distant Recurrence-Free Interval (DRFI) based on univariate proportional hazards analysis.

Table 4B shows associations for those genes whose increased expression is predictive of longer Distant Recurrence-Free Interval (DRFI) based on univariate proportional hazards analysis.

Table 5A shows associations between gene expression and RFI for those genes whose increased expression is predictive of shorter Recurrence-Free Interval (RFI), based on a multivariate analysis controlling for particular demographic and clinical characteristics of patients included in the analysis.

Table 5B shows associations between gene expression and RFI for those genes whose increased expression is predictive of longer Recurrence-Free Interval (RFI), based on a multivariate analysis controlling for particular demographic and clinical characteristics of patients included in the analysis.

Table 6 shows genes for which an association between gene expression and clinical outcome was identified based on a nonlinear proportional hazards analysis, using a 2 degree-of-freedom natural spline.

Table 7 shows all genes exhibiting an interaction (p-value <0.05) with tumor stage.

Table 1A shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio>1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using RFI as the metric for clinical outcome.

TABLE 1A Hazard Accession Gene Ratio P Value OfficialSymbol Number RARB 2.13 0.0252 RARB NM_016152 ITGB1 1.94 0.0002 ITGB1 NM_002211 ALDOA 1.92 0.0853 ALDOA NM_000034 ANXA2 1.90 <.0001 ANXA2 NM_004039 CYP3A4 1.81 0.0038 CYP3A4 NM_017460 KRAS2 1.64 0.0043 KRAS NM_004985 COX2 1.62 0.0521 PTGS2 NM_000963 RhoC 1.61 0.0034 RHOC NM_175744 TJP1 1.60 0.0554 TJP1 NM_003257 RhoB 1.57 0.0001 RHOB NM_004040 KIAA0125 1.56 0.0940 KIAA0125 NM_014792 TIMP1 1.52 <.0001 TIMP1 NM_003254 UBC 1.49 0.0031 UBC NM_021009 ANXA5 1.49 0.0084 ANXA5 NM_001154 NTN1 1.49 0.0386 NTN1 NM_004822 AKT3 1.47 <.0001 AKT3 NM_005465 CALD1 1.46 0.0007 CALD1 NM_004342 IGFBP7 1.46 0.0019 IGFBP7 NM_001553 VEGFC 1.45 0.0092 VEGFC NM_005429 BGN 1.44 0.0002 BGN NM_001711 CYP1B1 1.44 0.0180 CYP1B1 NM_000104 DLC1 1.43 0.0012 DLC1 NM_006094 SI 1.43 0.0063 SI NM_001041 CCNE2 variant 1 1.43 0.0506 CCNE2 NM_057749 LAMC2 1.42 0.0003 LAMC2 NM_005562 TIMP2 1.42 0.0018 TIMP2 NM_003255 CDC42BPA 1.42 0.0029 CDC42BPA NM_003607 p21 1.41 0.0062 CDKN1A NM_000389 HB-EGF 1.40 0.0105 HBEGF NM_001945 TLN1 1.40 0.0260 TLN1 NM_006289 DUSP1 1.39 <.0001 DUSP1 NM_004417 ROCK1 1.39 0.0121 ROCK1 NM_005406 CTSB 1.39 0.0307 CTSB NM_001908 ITGAV 1.38 0.0020 ITGAV NM_002210 HSPG2 1.38 0.0215 HSPG2 NM_005529 GADD45B 1.37 0.0002 GADD45B NM_015675 VCL 1.37 0.0201 VCL NM_003373 SBA2 1.37 0.0250 WSB2 NM_018639 Maspin 1.36 <.0001 SERPINB5 NM_002639 CGB 1.36 0.0018 CGB NM_000737 TIMP3 1.36 0.0024 TIMP3 NM_000362 VIM 1.36 0.0073 VIM NM_003380 S100A1 1.36 0.0247 S100A1 NM_006271 INHBA 1.35 0.0008 INHBA NM_002192 SIR2 1.35 0.0039 SIRT1 NM_012238 TMSB10 1.35 0.0469 TMSB10 NM_021103 CD68 1.34 0.0036 CD68 NM_001251 RBX1 1.34 0.0469 RBX1 NM_014248 INHBB 1.34 0.0514 INHBB NM_002193 PKR2 1.34 0.0628 PKM2 NM_002654 FOS 1.33 0.0006 FOS NM_005252 FYN 1.33 0.0036 FYN NM_002037 LOXL2 1.33 0.0064 LOXL2 NM_002318 STC1 1.33 0.0101 STC1 NM_003155 DKK1 1.33 0.0208 DKK1 NM_012242 IGFBP5 1.32 0.0064 IGFBP5 NM_000599 EPAS1 1.32 0.0270 EPAS1 NM_001430 UNC5C 1.32 0.0641 UNC5C NM_003728 FAP 1.31 0.0017 FAP NM_004460 IGFBP3 1.31 0.0041 IGFBP3 NM_000598 SNAI2 1.31 0.0055 SNAI2 NM_003068 PRKCA 1.31 0.0065 PRKCA NM_002737 FST 1.31 0.0399 FST NM_006350 KCNH2 iso a/b 1.31 0.0950 KCNH2 NM_000238 CTHRC1 1.30 0.0017 CTHRC1 NM_138455 PDGFC 1.30 0.0034 PDGFC NM_016205 EGR1 1.30 0.0048 EGR1 NM_001964 TAGLN 1.30 0.0058 TAGLN NM_003186 SPARC 1.30 0.0104 SPARC NM_003118 KLF6 1.30 0.0514 KLF6 NM_001300 GRIK1 1.30 0.0753 GRIK1 NM_000830 CYR61 1.29 0.0018 CYR61 NM_001554 SLPI 1.29 0.0026 SLPI NM_003064 COL1A2 1.29 0.0076 COL1A2 NM_000089 MAPK14 1.29 0.0916 MAPK14 NM_139012 LAMA3 1.28 0.0020 LAMA3 NM_000227 THBS1 1.28 0.0053 THBS1 NM_003246 NRP2 1.28 0.0120 NRP2 NM_003872 LOX 1.27 0.0028 LOX NM_002317 S100A4 1.27 0.0067 S100A4 NM_002961 CXCR4 1.27 0.0083 CXCR4 NM_003467 CEBPB 1.27 0.0943 CEBPB NM_005194 AKAP12 1.26 0.0044 AKAP12 NM_005100 ADAMTS12 1.26 0.0100 ADAMTS12 NM_030955 CRYAB 1.25 0.0038 CRYAB NM_001885 Grb10 1.25 0.0108 GRB10 NM_005311 MCP1 1.25 0.0118 CCL2 NM_002982 COL1A1 1.25 0.0167 COL1A1 NM_000088 EFNB2 1.25 0.0241 EFNB2 NM_004093 ANXA1 1.25 0.0292 ANXA1 NM_000700 ANGPT2 1.25 0.0485 ANGPT2 NM_001147 EphB6 1.25 0.0825 EPHB6 NM_004445 HSPA1A 1.24 0.0018 HSPA1A NM_005345 TGFB3 1.24 0.0081 TGFB3 NM_003239 PTGER3 1.24 0.0306 PTGER3 NM_000957 FXYD5 1.24 0.0367 FXYD5 NM_014164 CAPG 1.24 0.0604 CAPG NM_001747 PDGFB 1.23 0.0157 PDGFB NM_002608 ANTXR1 1.23 0.0164 ANTXR1 NM_032208 TGFBI 1.23 0.0191 TGFBI NM_000358 CTGF 1.23 0.0233 CTGF NM_001901 PDGFA 1.23 0.0274 NM_002607 P14ARF 1.23 0.0362 S78535 KLK10 1.22 0.0005 KLK10 NM_002776 ITGA5 1.22 0.0178 ITGA5 NM_002205 GBP2 1.22 0.0201 GBP2 NM_004120 SIAT4A 1.22 0.0231 ST3GAL1 NM_003033 GJB2 1.22 0.0271 GJB2 NM_004004 LAT 1.22 0.0306 LAT NM_014387 CTSL 1.22 0.0331 CTSL NM_001912 DAPK1 1.22 0.0384 DAPK1 NM_004938 SKP1A 1.22 0.0542 SKP1A NM_006930 NDRG1 1.22 0.0712 NDRG1 NM_006096 ITGB5 1.22 0.0991 ITGB5 NM_002213 KLK6 1.21 0.0034 KLK6 NM_002774 SFRP2 1.21 0.0037 SFRP2 NM_003013 TMEPAI 1.21 0.0173 TMEPAI NM_020182 ID4 1.21 0.0530 ID4 NM_001546 SFRP4 1.20 0.0077 SFRP4 NM_003014 HOXB7 1.20 0.0274 HOXB7 NM_004502 GJA1 1.20 0.0311 GJA1 NM_000165 CDH11 1.20 0.0662 CDH11 NM_001797 PAI1 1.19 0.0060 SERPINE1 NM_000602 S100P 1.19 0.0119 S100P NM_005980 EGR3 1.19 0.0164 EGR3 NM_004430 EMP1 1.19 0.0460 EMP1 NM_001423 ABCC5 1.19 0.0536 ABCC5 NM_005688 FZD1 1.19 0.0701 FZD1 NM_003505 MAD 1.19 0.0811 MXD1 NM_002357 EFNA1 1.19 0.0920 EFNA1 NM_004428 OPN_osteopontin 1.18 0.0028 SPP1 NM_000582 ALDH1A1 1.18 0.0246 ALDH1A1 NM_000689 NR4A1 1.18 0.0277 NR4A1 NM_002135 SIAT7B 1.18 0.0301 ST6GALNAC2 NM_006456 p16-INK4 1.18 0.0439 L27211 TUBB 1.18 0.0761 TUBB2 NM_001069 IL6 1.18 0.0939 IL6 NM_000600 RAB32 1.18 0.0948 RAB32 NM_006834 TULP3 1.18 0.0953 TULP3 NM_003324 F3 1.17 0.0561 F3 NM_001993 PLK3 1.16 0.0792 PLK3 NM_004073 EPHA2 1.16 0.0962 EPHA2 NM_004431 SLC2A1 1.15 0.0745 SLC2A1 NM_006516 CXCL12 1.14 0.0911 CXCL12 NM_000609 S100A2 1.13 0.0287 S100A2 NM_005978 FABP4 1.13 0.0340 FABP4 NM_001442 STMY3 1.13 0.0517 MMP11 NM_005940 BCAS1 1.13 0.0939 BCAS1 NM_003657 REG4 1.11 0.0026 REG4 NM_032044 pS2 1.09 0.0605 TFF1 NM_003225 MUC2 1.06 0.0626 MUC2 NM_002457

Table 1B shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio<1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using RFI as the metric for clinical outcome.

TABLE 1B Accession Gene Hazard Ratio P Value OfficialSymbol Number ORC1L 0.42 0.0728 ORC1L NM_004153 HSPA8 0.62 0.0430 HSPA8 NM_006597 E2F1 0.64 0.0009 E2F1 NM_005225 RAD54L 0.65 0.0026 RAD54L NM_003579 RPLPO 0.67 0.0150 RPLP0 NM_001002 BRCA1 0.68 0.0001 BRCA1 NM_007295 DHFR 0.69 0.0096 DHFR NM_000791 SLC25A3 0.69 0.0110 SLC25A3 NM_213611 PPM1D 0.71 0.0033 PPM1D NM_003620 SKP2 0.71 0.0098 SKP2 NM_005983 FASN 0.72 0.0071 FASN NM_004104 HNRPD 0.72 0.0686 HNRPD NM_031370 ENO1 0.73 0.0418 ENO1 NM_001428 RPS13 0.75 0.0786 RPS13 NM_001017 DDB1 0.75 0.0804 DDB1 NM_001923 C20 orf1 0.76 0.0122 TPX2 NM_012112 KIF22 0.76 0.0137 KIF22 NM_007317 Chk1 0.76 0.0174 CHEK1 NM_001274 TCF-1 0.77 0.0021 TCF1 NM_000545 ST14 0.77 0.0446 ST14 NM_021978 RRM1 0.77 0.0740 RRM1 NM_001033 BRCA2 0.77 0.0800 BRCA2 NM_000059 LMNB1 0.78 0.0513 LMNB1 NM_005573 CMYC 0.79 0.0086 MYC NM_002467 CDC20 0.79 0.0290 CDC20 NM_001255 CSEL1 0.79 0.0344 CSE1L NM_001316 Bax 0.79 0.0662 BAX NM_004324 NME1 0.79 0.0742 NME1 NM_000269 c-myb (MYB 0.80 0.0077 MYB NM_005375 official) CDCA7 v2 0.80 0.0159 CDCA7 NM_145810 EFP 0.80 0.0405 TRIM25 NM_005082 UBE2M 0.80 0.0437 UBE2M NM_003969 RRM2 0.81 0.0168 RRM2 NM_001034 ABCC6 0.81 0.0373 ABCC6 NM_001171 SURV 0.81 0.0584 BIRC5 NM_001168 CKS2 0.81 0.0753 CKS2 NM_001827 RAF1 0.81 0.0899 RAF1 NM_002880 EPHB2 0.82 0.0190 EPHB2 NM_004442 NOTCH1 0.82 0.0232 NOTCH1 NM_017617 UMPS 0.82 0.0456 UMPS NM_000373 CCNE2 0.82 0.0544 CCNE2 NM_057749 PI3KC2A 0.82 0.0916 PIK3C2A NM_002645 CD80 0.82 0.0954 CD80 NM_005191 AREG 0.83 0.0014 AREG NM_001657 EREG 0.83 0.0062 EREG NM_001432 MYBL2 0.83 0.0259 MYBL2 NM_002466 ABCB1 0.83 0.0322 ABCB1 NM_000927 HRAS 0.83 0.0760 HRAS NM_005343 SLC7A5 0.84 0.0585 SLC7A5 NM_003486 MAD2L1 0.84 0.0590 MAD2L1 NM_002358 Ki-67 0.85 0.0620 MKI67 NM_002417 MCM2 0.85 0.0700 MCM2 NM_004526 ING5 0.85 0.0947 ING5 NM_032329 Cdx2 0.88 0.0476 CDX2 NM_001265 PTPRO 0.89 0.0642 PTPRO NM_030667 cripto (TDGF1 0.90 0.0803 TDGF1 NM_003212 official)

Table 2A shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio>1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using OS as the metric for clinical outcome.

TABLE 2A Hazard Accession Gene Ratio P Value OfficialSymbol Number RARB 1.75 0.0820 RARB NM_016152 RhoC 1.70 0.0001 RHOC NM_175744 ANXA2 1.64 0.0002 ANXA2 NM_004039 CYP3A4 1.58 0.0064 CYP3A4 NM_017460 p21 1.54 <.0001 CDKN1A NM_000389 ITGB1 1.54 0.0058 ITGB1 NM_002211 UBC 1.50 0.0003 UBC NM_021009 TNF 1.46 0.0859 TNF NM_000594 VEGFC 1.44 0.0049 VEGFC NM_005429 HMLH 1.44 0.0435 MLH1 NM_000249 RhoB 1.37 0.0015 RHOB NM_004040 TGFBR1 1.37 0.0127 TGFBR1 NM_004612 SPINT2 1.37 0.0235 SPINT2 NM_021102 PFN1 1.37 0.0842 PFN1 NM_005022 HSPG2 1.36 0.0115 HSPG2 NM_005529 TIMP1 1.35 0.0008 TIMP1 NM_003254 INHBB 1.35 0.0190 INHBB NM_002193 VCL 1.34 0.0099 VCL NM_003373 KCNH2 iso a/b 1.33 0.0362 KCNH2 NM_000238 LAMC2 1.32 0.0005 LAMC2 NM_005562 FXYD5 1.31 0.0021 FXYD5 NM_014164 HLA-G 1.31 0.0458 HLA-G NM_002127 GADD45B 1.30 0.0002 GADD45B NM_015675 CDC42 1.30 0.0120 CDC42 NM_001791 LAMB3 1.30 0.0163 LAMB3 NM_000228 DKK1 1.30 0.0209 DKK1 NM_012242 UNC5C 1.30 0.0452 UNC5C NM_003728 UBL1 1.29 0.0171 SUMO1 NM_003352 HB-EGF 1.29 0.0262 HBEGF NM_001945 KRAS2 1.29 0.0726 KRAS NM_004985 ID3 1.28 0.0023 ID3 NM_002167 LOXL2 1.28 0.0039 LOXL2 NM_002318 EphB6 1.28 0.0322 EPHB6 NM_004445 DUSP1 1.27 0.0003 DUSP1 NM_004417 BGN 1.27 0.0040 BGN NM_001711 CALD1 1.27 0.0119 CALD1 NM_004342 CDC42BPA 1.27 0.0151 CDC42BPA NM_003607 SBA2 1.27 0.0373 WSB2 NM_018639 INHBA 1.26 0.0018 INHBA NM_002192 NRP1 1.26 0.0113 NRP1 NM_003873 TIMP2 1.26 0.0123 TIMP2 NM_003255 KLF6 1.26 0.0444 KLF6 NM_001300 KLK10 1.25 <.0001 KLK10 NM_002776 TIMP3 1.25 0.0083 TIMP3 NM_000362 CAPG 1.25 0.0170 CAPG NM_001747 IGFBP7 1.25 0.0249 IGFBP7 NM_001553 S100A1 1.25 0.0529 S100A1 NM_006271 SHC1 1.25 0.0605 SHC1 NM_003029 CTSB 1.25 0.0766 CTSB NM_001908 ANXA5 1.25 0.0787 ANXA5 NM_001154 PKR2 1.25 0.0800 PKM2 NM_002654 HSPA1A 1.24 0.0003 HSPA1A NM_005345 CGB 1.24 0.0148 CGB NM_000737 DLC1 1.24 0.0231 DLC1 NM_006094 TMSB10 1.24 0.0890 TMSB10 NM_021103 LAMA3 1.23 0.0017 LAMA3 NM_000227 FOS 1.23 0.0028 FOS NM_005252 SNAI2 1.23 0.0123 SNAI2 NM_003068 SPARC 1.23 0.0134 SPARC NM_003118 SIR2 1.23 0.0173 SIRT1 NM_012238 KRT19 1.23 0.0217 KRT19 NM_002276 CTSD 1.23 0.0395 CTSD NM_001909 EPAS1 1.23 0.0409 EPAS1 NM_001430 GAGE4 1.23 0.0468 GAGE4 NM_001474 BMP4 1.22 0.0024 BMP4 NM_001202 PLK3 1.22 0.0056 PLK3 NM_004073 Grb10 1.22 0.0059 GRB10 NM_005311 FYN 1.22 0.0120 FYN NM_002037 STC1 1.22 0.0409 STC1 NM_003155 G-Catenin 1.22 0.0661 JUP NM_002230 HK1 1.22 0.0872 HK1 NM_000188 MADH4 1.22 0.0956 SMAD4 NM_005359 KLK6 1.21 0.0011 KLK6 NM_002774 CTHRC1 1.21 0.0065 CTHRC1 NM_138455 LAT 1.21 0.0146 LAT NM_014387 IGFBP3 1.21 0.0149 IGFBP3 NM_000598 AKT3 1.21 0.0212 AKT3 NM_005465 HSPA1B 1.21 0.0262 HSPA1B NM_005346 THY1 1.21 0.0278 THY1 NM_006288 ANXA1 1.21 0.0322 ANXA1 NM_000700 LOX 1.20 0.0067 LOX NM_002317 CD68 1.20 0.0223 CD68 NM_001251 EFNB2 1.20 0.0268 EFNB2 NM_004093 DYRK1B 1.20 0.0473 DYRK1B NM_004714 PTK2 1.20 0.0889 PTK2 NM_005607 THBS1 1.19 0.0203 THBS1 NM_003246 TAGLN 1.19 0.0263 TAGLN NM_003186 TULP3 1.19 0.0334 TULP3 NM_003324 SR-A1 1.19 0.0387 SR-A1 NM_021228 APC 1.19 0.0433 APC NM_000038 ERK1 1.19 0.0488 Z11696 VIM 1.19 0.0661 VIM NM_003380 CREBBP 1.19 0.0802 CREBBP NM_004380 ANGPT2 1.19 0.0860 ANGPT2 NM_001147 Maspin 1.18 0.0029 SERPINB5 NM_002639 PDGFB 1.18 0.0252 PDGFB NM_002608 S100A4 1.18 0.0270 S100A4 NM_002961 EGR1 1.18 0.0334 EGR1 NM_001964 IGFBP5 1.18 0.0526 IGFBP5 NM_000599 NOTCH2 1.18 0.0527 NOTCH2 NM_024408 PAI1 1.17 0.0036 SERPINE1 NM_000602 NR4A1 1.17 0.0110 NR4A1 NM_002135 BCAS1 1.17 0.0137 BCAS1 NM_003657 BRK 1.17 0.0137 PTK6 NM_005975 AKAP12 1.17 0.0195 AKAP12 NM_005100 EMP1 1.17 0.0291 EMP1 NM_001423 SIAT4A 1.17 0.0304 ST3GAL1 NM_003033 MRP3 1.17 0.0334 ABCC3 NM_003786 COL1A1 1.17 0.0399 COL1A1 NM_000088 Upa 1.17 0.0588 PLAU NM_002658 UNC5B 1.17 0.0986 UNC5B NM_170744 PDGFC 1.16 0.0355 PDGFC NM_016205 MCP1 1.16 0.0449 CCL2 NM_002982 CTGF 1.16 0.0576 CTGF NM_001901 COL1A2 1.16 0.0612 COL1A2 NM_000089 RAB32 1.16 0.0645 RAB32 NM_006834 SIN3A 1.16 0.0787 SIN3A NM_015477 SKP1A 1.16 0.0837 SKP1A NM_006930 EFNA1 1.16 0.0957 EFNA1 NM_004428 S100A2 1.15 0.0040 S100A2 NM_005978 MMP7 1.15 0.0374 MMP7 NM_002423 HOXB7 1.15 0.0405 HOXB7 NM_004502 FAP 1.15 0.0455 FAP NM_004460 ANTXR1 1.15 0.0482 ANTXR1 NM_032208 TGFBI 1.15 0.0553 TGFBI NM_000358 TMEPAI 1.14 0.0435 TMEPAI NM_020182 CYR61 1.14 0.0490 CYR61 NM_001554 SLPI 1.14 0.0724 SLPI NM_003064 TP53I3 1.14 0.0831 TP53I3 NM_004881 PDGFA 1.14 0.0845 NM_002607 SFRP2 1.13 0.0255 SFRP2 NM_003013 S100A8 1.13 0.0693 S100A8 NM_002964 F3 1.13 0.0708 F3 NM_001993 Bcl2 1.13 0.0962 BCL2 NM_000633 OPN_osteopontin 1.12 0.0097 SPP1 NM_000582 FZD6 1.12 0.0692 FZD6 NM_003506 OSM 1.11 0.0744 OSM NM_020530 EGLN3 1.11 0.0884 EGLN3 NM_022073 SIAT7B 1.11 0.0938 ST6GALNAC2 NM_006456 FABP4 1.10 0.0454 FABP4 NM_001442 EFNA3 1.10 0.0958 EFNA3 NM_004952 MMP2 1.10 0.0969 MMP2 NM_004530 GSTT1 1.09 0.0737 GSTT1 NM_000853 REG4 1.07 0.0286 REG4 NM_032044

Table 2B shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio<1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using OS as the metric for clinical outcome.

TABLE 2B Accession Gene Hazard Ratio P Value Official Symbol Number HSPA8 0.62 0.0145 HSPA8 NM_006597 SKP2 0.70 0.0010 SKP2 NM_005983 DHFR 0.74 0.0085 DHFR NM_000791 PRDX4 0.74 0.0197 PRDX4 NM_006406 RRM1 0.75 0.0162 RRM1 NM_001033 SLC25A3 0.75 0.0342 SLC25A3 NM_213611 RPLPO 0.75 0.0416 RPLP0 NM_001002 E2F1 0.78 0.0190 E2F1 NM_005225 SURV 0.79 0.0086 BIRC5 NM_001168 c-myb (MYB 0.80 0.0020 MYB NM_005375 official) BRCA1 0.80 0.0077 BRCA1 NM_007295 Chk1 0.80 0.0186 CHEK1 NM_001274 ST14 0.80 0.0407 ST14 NM_021978 TCF-1 0.81 0.0045 TCF1 NM_000545 CCNE2 0.81 0.0112 CCNE2 NM_057749 PPM1D 0.81 0.0194 PPM1D NM_003620 CDC20 0.81 0.0213 CDC20 NM_001255 EI24 0.81 0.0585 EI24 NM_004879 C20 orf1 0.82 0.0348 TPX2 NM_012112 DUT 0.83 0.0396 DUT NM_001948 CD44E 0.83 0.0439 X55150 KIF22 0.83 0.0506 KIF22 NM_007317 PPID 0.83 0.0615 PPID NM_005038 UBE2M 0.83 0.0805 UBE2M NM_003969 LMNB1 0.83 0.0868 LMNB1 NM_005573 MCM2 0.84 0.0207 MCM2 NM_004526 CDC6 0.84 0.0218 CDC6 NM_001254 MRPL40 0.84 0.0769 MRPL40 NM_003776 EPHB2 0.85 0.0253 EPHB2 NM_004442 CMYC 0.85 0.0371 MYC NM_002467 AURKB 0.85 0.0375 AURKB NM_004217 CDCA7 v2 0.85 0.0421 CDCA7 NM_145810 ABCB1 0.86 0.0390 ABCB1 NM_000927 SMARCA3 0.86 0.0601 SMARCA3 NM_003071 Cdx2 0.88 0.0166 CDX2 NM_001265 PPARG 0.88 0.0645 PPARG NM_005037 MYBL2 0.88 0.0647 MYBL2 NM_002466 EREG 0.89 0.0411 EREG NM_001432 AREG 0.90 0.0235 AREG NM_001657

Table 3A shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio>1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using DFS as the metric for clinical outcome.

TABLE 3A Hazard Accession Gene Ratio P Value Official Symbol Number ANXA2 1.74 <.0001 ANXA2 NM_004039 CYP3A4 1.69 0.0020 CYP3A4 NM_017460 RhoC 1.53 0.0009 RHOC NM_175744 TJP1 1.45 0.0787 TJP1 NM_003257 UBC 1.43 0.0007 UBC NM_021009 p21 1.42 0.0004 CDKN1A NM_000389 HB-EGF 1.39 0.0032 HBEGF NM_001945 SPINT2 1.37 0.0154 SPINT2 NM_021102 HMLH 1.36 0.0711 MLH1 NM_000249 VEGFC 1.35 0.0157 VEGFC NM_005429 PKR2 1.34 0.0187 PKM2 NM_002654 LAMC2 1.33 0.0002 LAMC2 NM_005562 ITGB1 1.33 0.0499 ITGB1 NM_002211 TIMP1 1.32 0.0007 TIMP1 NM_003254 VCL 1.31 0.0114 VCL NM_003373 INHBB 1.31 0.0302 INHBB NM_002193 GADD45B 1.30 <.0001 GADD45B NM_015675 RhoB 1.30 0.0053 RHOB NM_004040 DUSP1 1.28 <.0001 DUSP1 NM_004417 HK1 1.28 0.0297 HK1 NM_000188 GRIK1 1.28 0.0364 GRIK1 NM_000830 FOS 1.27 0.0002 FOS NM_005252 CGB 1.27 0.0126 CGB NM_000737 KLF6 1.27 0.0288 KLF6 NM_001300 ANXA5 1.27 0.0504 ANXA5 NM_001154 KRAS2 1.27 0.0724 KRAS NM_004985 INHBA 1.26 0.0009 INHBA NM_002192 DLC1 1.26 0.0096 DLC1 NM_006094 IGFBP7 1.26 0.0116 IGFBP7 NM_001553 BGN 1.25 0.0039 BGN NM_001711 LOXL2 1.25 0.0076 LOXL2 NM_002318 STC1 1.25 0.0135 STC1 NM_003155 CTSD 1.25 0.0208 CTSD NM_001909 HSPG2 1.25 0.0485 HSPG2 NM_005529 KCNH2 iso a/b 1.25 0.0832 KCNH2 NM_000238 TIMP3 1.24 0.0057 TIMP3 NM_000362 FXYD5 1.24 0.0070 FXYD5 NM_014164 A-Catenin 1.24 0.0447 CTNNA1 NM_001903 LOX 1.23 0.0013 LOX NM_002317 EGR1 1.23 0.0037 EGR1 NM_001964 CAPG 1.23 0.0191 CAPG NM_001747 LAMB3 1.23 0.0377 LAMB3 NM_000228 GAGE4 1.23 0.0402 GAGE4 NM_001474 SHC1 1.23 0.0640 SHC1 NM_003029 MVP 1.23 0.0726 MVP NM_017458 VEGF 1.22 0.0250 VEGF NM_003376 UNC5B 1.22 0.0256 UNC5B NM_170744 CDC42BPA 1.22 0.0297 CDC42BPA NM_003607 SBA2 1.22 0.0614 WSB2 NM_018639 DKK1 1.22 0.0689 DKK1 NM_012242 EphB6 1.22 0.0763 EPHB6 NM_004445 IGFBP3 1.21 0.0078 IGFBP3 NM_000598 HSPA1B 1.21 0.0167 HSPA1B NM_005346 CALD1 1.21 0.0277 CALD1 NM_004342 TIMP2 1.21 0.0309 TIMP2 NM_003255 NR4A1 1.20 0.0023 NR4A1 NM_002135 LAMA3 1.20 0.0028 LAMA3 NM_000227 SIAT4A 1.20 0.0082 ST3GAL1 NM_003033 PDGFB 1.20 0.0084 PDGFB NM_002608 EMP1 1.20 0.0107 EMP1 NM_001423 THBS1 1.20 0.0126 THBS1 NM_003246 CD68 1.20 0.0143 CD68 NM_001251 FYN 1.20 0.0151 FYN NM_002037 TULP3 1.20 0.0213 TULP3 NM_003324 EFNA1 1.20 0.0254 EFNA1 NM_004428 SIR2 1.20 0.0255 SIRT1 NM_012238 G-Catenin 1.20 0.0689 JUP NM_002230 S100A1 1.20 0.0998 S100A1 NM_006271 Maspin 1.19 0.0013 SERPINB5 NM_002639 HSPA1A 1.19 0.0013 HSPA1A NM_005345 SPARC 1.19 0.0359 SPARC NM_003118 PTHR1 1.19 0.0801 PTHR1 NM_000316 SNAI2 1.18 0.0353 SNAI2 NM_003068 KRT19 1.18 0.0419 KRT19 NM_002276 ERK1 1.18 0.0459 Z11696 KLK10 1.17 0.0007 KLK10 NM_002776 BMP4 1.17 0.0121 BMP4 NM_001202 CYR61 1.17 0.0127 CYR61 NM_001554 Grb10 1.17 0.0216 GRB10 NM_005311 PLK3 1.17 0.0242 PLK3 NM_004073 EFNB2 1.17 0.0403 EFNB2 NM_004093 P14ARF 1.17 0.0439 S78535 ID3 1.17 0.0446 ID3 NM_002167 IGFBP5 1.17 0.0503 IGFBP5 NM_000599 THY1 1.17 0.0574 THY1 NM_006288 VIM 1.17 0.0858 VIM NM_003380 EPAS1 1.17 0.0897 EPAS1 NM_001430 PAI1 1.16 0.0039 SERPINE1 NM_000602 F3 1.16 0.0172 F3 NM_001993 CTHRC1 1.16 0.0181 CTHRC1 NM_138455 ANTXR1 1.16 0.0237 ANTXR1 NM_032208 FAP 1.16 0.0289 FAP NM_004460 ADAMTS12 1.16 0.0350 ADAMTS12 NM_030955 CTGF 1.16 0.0424 CTGF NM_001901 PTGER3 1.16 0.0569 PTGER3 NM_000957 ANXA1 1.16 0.0699 ANXA1 NM_000700 NRP1 1.16 0.0797 NRP1 NM_003873 NDRG1 1.16 0.0856 NDRG1 NM_006096 KLK6 1.15 0.0092 KLK6 NM_002774 EGR3 1.15 0.0153 EGR3 NM_004430 HOXB7 1.15 0.0345 HOXB7 NM_004502 PDGFC 1.15 0.0363 PDGFC NM_016205 Herstatin 1.15 0.0403 AF177761 MCP1 1.15 0.0409 CCL2 NM_002982 TGFBI 1.15 0.0437 TGFBI NM_000358 TP53I3 1.15 0.0438 TP53I3 NM_004881 SLPI 1.15 0.0457 SLPI NM_003064 PLAUR 1.15 0.0471 PLAUR NM_002659 GJB2 1.15 0.0610 GJB2 NM_004004 COL1A1 1.15 0.0647 COL1A1 NM_000088 IL6 1.15 0.0790 IL6 NM_000600 APC 1.15 0.0821 APC NM_000038 S100A2 1.14 0.0048 S100A2 NM_005978 TMEPAI 1.14 0.0300 TMEPAI NM_020182 PDGFA 1.14 0.0644 NM_002607 S100A4 1.14 0.0680 S100A4 NM_002961 TAGLN 1.14 0.0820 TAGLN NM_003186 Upa 1.14 0.0823 PLAU NM_002658 COL1A2 1.14 0.0856 COL1A2 NM_000089 OSM 1.13 0.0299 OSM NM_020530 BRK 1.13 0.0479 PTK6 NM_005975 SEMA3B 1.13 0.0525 SEMA3B NM_004636 OPN_osteopontin 1.12 0.0084 SPP1 NM_000582 S100P 1.12 0.0283 S100P NM_005980 SFRP2 1.12 0.0291 SFRP2 NM_003013 EGLN3 1.12 0.0465 EGLN3 NM_022073 SIAT7B 1.12 0.0570 ST6GALNAC2 NM_006456 MMP7 1.12 0.0743 MMP7 NM_002423 FABP4 1.11 0.0195 FABP4 NM_001442 AKAP12 1.11 0.0899 AKAP12 NM_005100 EFNA3 1.10 0.0684 EFNA3 NM_004952 SFRP4 1.10 0.0684 SFRP4 NM_003014 CRYAB 1.10 0.0987 CRYAB NM_001885 GSTT1 1.09 0.0457 GSTT1 NM_000853 REG4 1.08 0.0074 REG4 NM_032044 pS2 1.08 0.0302 TFF1 NM_003225 MUC5B 1.08 0.0401 MUC5B XM_039877 IGFBP2 1.08 0.0873 IGFBP2 NM_000597

Table 3B shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio<1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using DFS as the metric for clinical outcome.

TABLE 3B Accession Gene Hazard Ratio P Value Official Symbol Number HSPA8 0.70 0.0487 HSPA8 NM_006597 SLC25A3 0.71 0.0084 SLC25A3 NM_213611 E2F1 0.73 0.0019 E2F1 NM_005225 SKP2 0.73 0.0038 SKP2 NM_005983 PPM1D 0.75 0.0008 PPM1D NM_003620 RRM1 0.76 0.0161 RRM1 NM_001033 RPLPO 0.76 0.0388 RPLP0 NM_001002 NPM1 0.78 0.0223 NPM1 NM_002520 DDB1 0.78 0.0673 DDB1 NM_001923 PRDX4 0.79 0.0526 PRDX4 NM_006406 BRCA1 0.80 0.0051 BRCA1 NM_007295 Chk1 0.80 0.0114 CHEK1 NM_001274 SURV 0.81 0.0155 BIRC5 NM_001168 C20 orf1 0.81 0.0195 TPX2 NM_012112 EI24 0.81 0.0382 EI24 NM_004879 RAD54L 0.81 0.0501 RAD54L NM_003579 DHFR 0.81 0.0530 DHFR NM_000791 c-myb (MYB 0.82 0.0029 MYB NM_005375 official) CCNE2 0.82 0.0109 CCNE2 NM_057749 KIF22 0.82 0.0235 KIF22 NM_007317 HMGB1 0.82 0.0849 HMGB1 NM_002128 LMNB1 0.83 0.0665 LMNB1 NM_005573 CDCA7 v2 0.84 0.0224 CDCA7 NM_145810 CDC20 0.84 0.0461 CDC20 NM_001255 FASN 0.84 0.0797 FASN NM_004104 ABCB1 0.85 0.0157 ABCB1 NM_000927 MCM2 0.85 0.0183 MCM2 NM_004526 DUT 0.85 0.0469 DUT NM_001948 KIF2C 0.85 0.0786 KIF2C NM_006845 MCM6 0.85 0.0791 MCM6 NM_005915 EIF4E 0.85 0.0863 EIF4E NM_001968 EPHB2 0.86 0.0271 EPHB2 NM_004442 RCC1 0.86 0.0444 RCC1 NM_001269 EFP 0.86 0.0760 TRIM25 NM_005082 AREG 0.87 0.0029 AREG NM_001657 CMYC 0.87 0.0483 MYC NM_002467 GCLC 0.87 0.0824 GCLC NM_001498 TCF-1 0.88 0.0520 TCF1 NM_000545 MYBL2 0.88 0.0527 MYBL2 NM_002466 EREG 0.89 0.0237 EREG NM_001432 Cdx2 0.90 0.0353 CDX2 NM_001265 PTPRO 0.92 0.0896 PTPRO NM_030667 cripto (TDGF1 0.92 0.0913 TDGF1 NM_003212 official) HLA-DRB1 0.93 0.0536 HLA-DRB1 NM_002124

Table 4A shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio>1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using DRFI as the metric for clinical outcome.

TABLE 4A Hazard Accession Gene Ratio P Value Official Symbol Number ALDOA 3.37 0.0106 ALDOA NM_000034 DCK 2.74 0.0130 DCK NM_000788 ITGB1 2.50 <.0001 ITGB1 NM_002211 COX2 2.15 0.0128 PTGS2 NM_000963 TJP1 2.12 0.0072 TJP1 NM_003257 STAT3 1.98 0.0062 STAT3 NM_003150 HMLH 1.93 0.0087 MLH1 NM_000249 CYP3A4 1.90 0.0092 CYP3A4 NM_017460 RhoC 1.89 0.0033 RHOC NM_175744 ANXA2 1.87 0.0025 ANXA2 NM_004039 TIMP1 1.83 <.0001 TIMP1 NM_003254 WWOX 1.81 0.0288 WWOX NM_016373 ANXA5 1.80 0.0029 ANXA5 NM_001154 FUS 1.79 0.0179 FUS NM_004960 PADI4 1.78 0.0168 PADI4 NM_012387 RBX1 1.71 0.0082 RBX1 NM_014248 CRIP2 1.71 0.0343 CRIP2 NM_001312 HB-EGF 1.69 0.0013 HBEGF NM_001945 KCNH2 iso a/b 1.69 0.0070 KCNH2 NM_000238 SBA2 1.68 0.0066 WSB2 NM_018639 RhoB 1.67 0.0010 RHOB NM_004040 VIM 1.66 0.0010 VIM NM_003380 LILRB3 1.66 0.0227 LILRB3 NM_006864 UBC 1.64 0.0051 UBC NM_021009 p21 1.63 0.0032 CDKN1A NM_000389 CCNE2 variant 1 1.62 0.0363 CCNE2 NM_057749 RAB6C 1.61 0.0107 RAB6C NM_032144 MSH3 1.61 0.0213 MSH3 NM_002439 AKT3 1.59 0.0003 AKT3 NM_005465 PI3K 1.58 0.0552 PIK3C2B NM_002646 RAP1GDS1 1.57 0.0154 RAP1GDS1 NM_021159 CTSB 1.57 0.0250 CTSB NM_001908 PRDX6 1.57 0.0770 PRDX6 NM_004905 NRP2 1.56 0.0005 NRP2 NM_003872 DLC1 1.56 0.0026 DLC1 NM_006094 BGN 1.55 0.0006 BGN NM_001711 SIR2 1.55 0.0016 SIRT1 NM_012238 CALD1 1.53 0.0046 CALD1 NM_004342 YWHAH 1.53 0.0429 YWHAH NM_003405 CDC42 1.52 0.0207 CDC42 NM_001791 ITGA5 1.51 0.0004 ITGA5 NM_002205 KLF6 1.51 0.0197 KLF6 NM_001300 TLN1 1.51 0.0414 TLN1 NM_006289 LAMC2 1.49 0.0017 LAMC2 NM_005562 STC1 1.49 0.0040 STC1 NM_003155 CDC42BPA 1.49 0.0109 CDC42BPA NM_003607 RBM5 1.49 0.0184 RBM5 NM_005778 INHBB 1.49 0.0310 INHBB NM_002193 TGFBR1 1.49 0.0502 TGFBR1 NM_004612 ADAM10 1.49 0.0819 ADAM10 NM_001110 CEBPB 1.48 0.0399 CEBPB NM_005194 AKT1 1.48 0.0846 AKT1 NM_005163 FYN 1.47 0.0036 FYN NM_002037 ARG 1.47 0.0067 ABL2 NM_005158 HIF1A 1.47 0.0221 HIF1A NM_001530 S100A1 1.47 0.0293 S100A1 NM_006271 KRAS2 1.47 0.0958 KRAS NM_004985 CTHRC1 1.46 0.0008 CTHRC1 NM_138455 IGFBP7 1.46 0.0173 IGFBP7 NM_001553 ROCK1 1.46 0.0326 ROCK1 NM_005406 VEGFC 1.46 0.0516 VEGFC NM_005429 EPAS1 1.45 0.0316 EPAS1 NM_001430 DUSP1 1.44 0.0008 DUSP1 NM_004417 FST 1.44 0.0340 FST NM_006350 GADD45B 1.43 0.0013 GADD45B NM_015675 FLT4 1.43 0.0663 FLT4 NM_002020 PTEN 1.43 0.0760 PTEN NM_000314 FAP 1.42 0.0017 FAP NM_004460 PDGFC 1.42 0.0033 PDGFC NM_016205 LOXL2 1.42 0.0115 LOXL2 NM_002318 Pak1 1.42 0.0846 PAK1 NM_002576 Grb10 1.41 0.0020 GRB10 NM_005311 INHBA 1.41 0.0036 INHBA NM_002192 GJA1 1.41 0.0039 GJA1 NM_000165 CTGF 1.41 0.0053 CTGF NM_001901 COL1A2 1.41 0.0057 COL1A2 NM_000089 PTK2 1.40 0.0496 PTK2 NM_005607 THBS1 1.39 0.0059 THBS1 NM_003246 RANBP9 1.39 0.0333 RANBP9 NM_005493 RANBP2 1.39 0.0988 RANBP2 NM_006267 ITGAV 1.38 0.0210 ITGAV NM_002210 TIMP2 1.38 0.0285 TIMP2 NM_003255 PTHR1 1.38 0.0297 PTHR1 NM_000316 GADD45 1.38 0.0340 GADD45A NM_001924 c-abl 1.38 0.0526 ABL1 NM_005157 EGR1 1.37 0.0097 EGR1 NM_001964 NCAM1 1.37 0.0657 NCAM1 NM_000615 VCL 1.37 0.0845 VCL NM_003373 LOX 1.36 0.0026 LOX NM_002317 SNAI2 1.36 0.0178 SNAI2 NM_003068 SPARC 1.36 0.0198 SPARC NM_003118 CDH11 1.36 0.0233 CDH11 NM_001797 NFKBp50 1.36 0.0767 NFKB1 NM_003998 CYR61 1.35 0.0065 CYR61 NM_001554 S100A4 1.35 0.0104 S100A4 NM_002961 TAGLN 1.35 0.0168 TAGLN NM_003186 PCAF 1.34 0.0327 PCAF NM_003884 NOTCH2 1.34 0.0390 NOTCH2 NM_024408 LRP5 1.34 0.0722 LRP5 NM_002335 SI 1.34 0.0787 SI NM_001041 GBP2 1.33 0.0139 GBP2 NM_004120 Bcl2 1.33 0.0143 BCL2 NM_000633 MCP1 1.33 0.0159 CCL2 NM_002982 EPHA2 1.33 0.0184 EPHA2 NM_004431 PRKCA 1.33 0.0329 PRKCA NM_002737 TIMP3 1.33 0.0337 TIMP3 NM_000362 ANGPT2 1.33 0.0476 ANGPT2 NM_001147 CTSD 1.33 0.0766 CTSD NM_001909 SEMA3F 1.33 0.0931 SEMA3F NM_004186 BCAS1 1.32 0.0044 BCAS1 NM_003657 ANXA1 1.32 0.0458 ANXA1 NM_000700 KRT19 1.32 0.0535 KRT19 NM_002276 PTPRJ 1.32 0.0618 PTPRJ NM_002843 CAPG 1.32 0.0641 CAPG NM_001747 FOS 1.31 0.0129 FOS NM_005252 COL1A1 1.31 0.0236 COL1A1 NM_000088 CXCR4 1.31 0.0251 CXCR4 NM_003467 TUBB 1.31 0.0354 TUBB2 NM_001069 PIM1 1.31 0.0373 PIM1 NM_002648 IGFBP5 1.31 0.0477 IGFBP5 NM_000599 AP-1 (JUN official) 1.31 0.0519 JUN NM_002228 GCNT1 1.31 0.0534 GCNT1 NM_001490 MAX 1.31 0.0650 MAX NM_002382 PAI1 1.30 0.0017 SERPINE1 NM_000602 SLPI 1.30 0.0176 SLPI NM_003064 IGFBP3 1.30 0.0320 IGFBP3 NM_000598 DAPK1 1.30 0.0402 DAPK1 NM_004938 ID3 1.30 0.0442 ID3 NM_002167 EFNA1 1.30 0.0623 EFNA1 NM_004428 AKAP12 1.29 0.0162 AKAP12 NM_005100 PDGFB 1.29 0.0242 PDGFB NM_002608 CD68 1.29 0.0524 CD68 NM_001251 FGFR1 1.29 0.0709 FGFR1 NM_023109 GSK3B 1.29 0.0765 GSK3B NM_002093 CXCL12 1.28 0.0129 CXCL12 NM_000609 DPYD 1.28 0.0186 DPYD NM_000110 LAMA3 1.28 0.0193 LAMA3 NM_000227 MRP3 1.28 0.0384 ABCC3 NM_003786 ABCC5 1.28 0.0402 ABCC5 NM_005688 PDGFA 1.28 0.0482 NM_002607 XPA 1.28 0.0740 XPA NM_000380 NDRG1 1.28 0.0786 NDRG1 NM_006096 FES 1.27 0.0458 FES NM_002005 CTSL 1.27 0.0485 CTSL NM_001912 IL6 1.27 0.0606 IL6 NM_000600 SFRP2 1.26 0.0085 SFRP2 NM_003013 Maspin 1.26 0.0096 SERPINB5 NM_002639 TGFBI 1.26 0.0470 TGFBI NM_000358 NOS3 1.26 0.0978 NOS3 NM_000603 HSPA1A 1.25 0.0161 HSPA1A NM_005345 S100A8 1.25 0.0180 S100A8 NM_002964 HOXB7 1.25 0.0396 HOXB7 NM_004502 P14ARF 1.25 0.0697 S78535 WISP1 1.25 0.0712 WISP1 NM_003882 ID4 1.25 0.0883 ID4 NM_001546 SFRP4 1.24 0.0200 SFRP4 NM_003014 FZD6 1.24 0.0220 FZD6 NM_003506 EGR3 1.24 0.0237 EGR3 NM_004430 ALDH1A1 1.24 0.0258 ALDH1A1 NM_000689 CRYAB 1.23 0.0394 CRYAB NM_001885 TGFB3 1.23 0.0541 TGFB3 NM_003239 ANTXR1 1.23 0.0661 ANTXR1 NM_032208 KLK6 1.22 0.0211 KLK6 NM_002774 ILT-2 1.22 0.0676 LILRB1 NM_006669 EMP1 1.22 0.0871 EMP1 NM_001423 PLAUR 1.22 0.0943 PLAUR NM_002659 S100A2 1.20 0.0100 S100A2 NM_005978 MMP7 1.19 0.0810 MMP7 NM_002423 OPN_osteopontin 1.17 0.0231 SPP1 NM_000582 FABP4 1.17 0.0325 FABP4 NM_001442 KLK10 1.17 0.0452 KLK10 NM_002776 PS2 1.16 0.0140 TFF1 NM_003225 STMY3 1.15 0.0850 MMP11 NM_005940 REG4 1.14 0.0042 REG4 NM_032044 MUC2 1.09 0.0370 MUC2 NM_002457

Table 4B shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio<1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using DRFI as the metric for clinical outcome.

Hazard Official Accession Gene Ratio P Value Symbol Number HSPA8 0.51 0.0261 HSPA8 NM_006597 RPS13 0.58 0.0089 RPS13 NM_001017 RPLPO 0.63 0.0324 RPLP0 NM_001002 NDUFS3 0.66 0.0142 NDUFS3 NM_004551 LMNB1 0.67 0.0202 LMNB1 NM_005573 ST14 0.67 0.0206 ST14 NM_021978 BRCA1 0.68 0.0032 BRCA1 NM_007295 TMSB4X 0.68 0.0075 TMSB4X NM_021109 DHFR 0.68 0.0356 DHFR NM_000791 SKP2 0.69 0.0248 SKP2 NM_005983 TCF-1 0.70 0.0015 TCF1 NM_000545 CDC20 0.70 0.0067 CDC20 NM_001255 SLC25A3 0.70 0.0418 SLC25A3 NM_213611 NME1 0.72 0.0503 NME1 NM_000269 RRM1 0.72 0.0850 RRM1 NM_001033 MCM2 0.76 0.0168 MCM2 NM_004526 ABCC6 0.76 0.0445 ABCC6 NM_001171 CKS2 0.76 0.0869 CKS2 NM_001827 EPHB2 0.77 0.0174 EPHB2 NM_004442 C20 orf1 0.77 0.0716 TPX2 NM_012112 CSEL1 0.77 0.0725 CSE1L NM_001316 NFKBp65 0.78 0.0957 RELA NM_021975 AURKB 0.79 0.0742 AURKB NM_004217 CMYC 0.82 0.0901 MYC NM_002467 Cdx2 0.85 0.0510 CDX2 NM_001265 EREG 0.85 0.0730 EREG NM_001432 AREG 0.86 0.0365 AREG NM_001657

Table 5A shows associations between gene expression and RFI, controlling for particular demographic and clinical characteristics of patients included in the analysis. All genes are listed whose expression correlates with RFI (p<0.1) and which demonstrated a Hazard Ratio>1 in a multivariate analysis including the following variables: tumor location, surgery, tumor grade, nodes examined, and number of positive nodes.

TABLE 5A LR Chi- Gene HR Square DF P-Value RARB 2.06780 4.23265 1 0.03965 CYP3A4 1.85387 7.99462 1 0.00469 ANXA2 1.80012 10.84166 1 0.00099 COX2 1.79051 4.52307 1 0.03344 RhoC 1.73986 9.97133 1 0.00159 MAPK14 1.68382 8.04253 1 0.00457 UBC 1.67323 11.69444 1 0.00063 RhoB 1.66612 15.92497 1 0.00007 ITGB1 1.65796 8.18638 1 0.00422 KRAS2 1.63873 6.80447 1 0.00909 NTN1 1.61833 5.43469 1 0.01974 ATP5E 1.60990 4.93660 1 0.02629 G-Catenin 1.58482 9.24422 1 0.00236 STC1 1.58163 11.10757 1 0.00086 SPINT2 1.52653 6.17276 1 0.01297 Claudin 4 1.50290 12.29943 1 0.00045 IGFBP7 1.48789 9.62569 1 0.00192 NCAM1 1.48294 5.11428 1 0.02373 TIMP1 1.46045 9.98492 1 0.00158 CEBPB 1.46025 5.23659 1 0.02212 KCNH2 iso a/b 1.44616 3.97304 1 0.04623 TMSB10 1.43107 4.65463 1 0.03097 VEGFC 1.41860 4.66904 1 0.03071 HB-EGF 1.41757 7.00399 1 0.00813 FST 1.41061 5.59674 1 0.01799 LAMC2 1.40860 11.33997 1 0.00076 GADD45B 1.40671 12.26323 1 0.00046 AKT3 1.40161 10.13028 1 0.00146 EFNA1 1.40048 8.86645 1 0.00290 p21 1.39939 5.42981 1 0.01980 INHBA 1.38204 11.03909 1 0.00089 CALD1 1.38009 6.93406 1 0.00846 DUSP1 1.36464 13.04379 1 0.00030 HSPG2 1.36387 4.11749 1 0.04244 GJB2 1.36358 8.42204 1 0.00371 EPAS1 1.36323 4.74318 1 0.02941 BGN 1.35821 7.66947 1 0.00562 TIMP2 1.35571 5.78791 1 0.01614 A-Catenin 1.35566 4.35623 1 0.03687 LOXL2 1.35470 7.23663 1 0.00714 DKK1 1.35126 3.88504 1 0.04872 ITGAV 1.34899 8.03554 1 0.00459 CGB 1.34840 7.06221 1 0.00787 EGR1 1.33424 8.41855 1 0.00371 TIMP3 1.33197 6.28550 1 0.01217 VIM 1.33196 4.92198 1 0.02652 TGFBI 1.32511 8.30278 1 0.00396 FXYD5 1.32500 6.22751 1 0.01258 VEGF 1.32291 4.93825 1 0.02627 ADAMTS12 1.31794 7.46749 1 0.00628 SLPI 1.31565 8.38324 1 0.00379 DLC1 1.30862 5.51638 1 0.01884 HOXB7 1.30822 8.04076 1 0.00457 TMEPAI 1.30395 8.43736 1 0.00368 IGFBP5 1.30260 5.44022 1 0.01968 CDC42BPA 1.30167 4.20771 1 0.04024 PDGFA 1.29760 5.54964 1 0.01848 GSTp 1.29594 3.96268 1 0.04652 FOS 1.29427 8.42847 1 0.00369 PDGFC 1.28813 6.81737 1 0.00903 IGFBP3 1.28701 6.33625 1 0.01183 LOX 1.28433 8.15598 1 0.00429 SPARC 1.28260 4.75876 1 0.02915 EFNB2 1.27720 4.71247 1 0.02994 Maspin 1.27645 10.57657 1 0.00115 THBS1 1.27619 6.61087 1 0.01014 TAGLN 1.26904 5.15123 1 0.02323 VEGF_altsplice1 1.26734 5.29282 1 0.02141 S100P 1.26586 9.88713 1 0.00166 HSPA1A 1.26209 8.59704 1 0.00337 MAD 1.26112 3.96163 1 0.04655 ANGPT2 1.25701 3.91148 1 0.04796 PRKCA 1.24853 4.69452 1 0.03026 F3 1.24848 5.06788 1 0.02437 FAP 1.24657 5.19589 1 0.02264 BRK 1.24507 5.44048 1 0.01968 CD68 1.23943 4.02530 1 0.04482 NR4A1 1.23772 7.09548 1 0.00773 CTHRC1 1.23465 5.21100 1 0.02244 SLC2A1 1.22967 5.22364 1 0.02228 Grb10 1.22209 4.12811 1 0.04218 p16-INK4 1.21325 4.44296 1 0.03505 MDK 1.21116 5.25025 1 0.02194 CYR61 1.19995 4.14452 1 0.04177 LAMA3 1.19794 4.33073 1 0.03743 FOXO3A 1.19557 4.20079 1 0.04041 EFNA3 1.19439 5.51728 1 0.01883 CRYAB 1.17514 3.90435 1 0.04816 CEACAM6 1.16804 3.96486 1 0.04646 OPN_osteopontin 1.16112 5.50891 1 0.01892 KLK10 1.15851 5.65625 1 0.01739 SFRP2 1.15773 4.02893 1 0.04473 KLK6 1.15163 4.65953 1 0.03088 S100A2 1.14185 3.94284 1 0.04707 REG4 1.09037 4.16995 1 0.04115

Table 5B shows associations between gene expression and RFI, controlling for particular demographic and clinical characteristics of patients included in the analysis. All genes are listed whose expression correlates with RFI (p<0.1) and which demonstrated a Hazard Ratio<1 in a multivariate analysis including the following variables: tumor location, surgery, tumor grade, nodes examined, and number of positive nodes.

TABLE 5B Gene HR LR Chi-Square DF P-Value BFGF 0.46674 6.95233 1 0.00837 Fasl 0.47324 4.08714 1 0.04321 KLRK1 0.63331 10.28820 1 0.00134 DHFR 0.64947 7.64434 1 0.00570 BRCA1 0.65247 15.21566 1 0.00010 SLC25A3 0.67480 5.72977 1 0.01668 RAD54L 0.68215 5.38684 1 0.02029 PPM1D 0.68777 10.02879 1 0.00154 CD80 0.69347 8.70087 1 0.00318 ATP5A1 0.70467 4.06718 1 0.04372 PRKCB1 0.73152 5.21950 1 0.02234 KIF22 0.73945 5.13202 1 0.02349 Chk1 0.75865 4.38139 1 0.03633 TRAIL 0.76430 4.12533 1 0.04225 CDC20 0.77071 5.04557 1 0.02469 DUT 0.78196 4.13381 1 0.04203 ABCB1 0.79434 5.33783 1 0.02087 UMPS 0.80011 4.65425 1 0.03098 ING5 0.80230 4.04085 1 0.04441 CMYC 0.80757 4.26709 1 0.03886 CBP1 0.83015 3.98302 1 0.04596 AREG 0.86091 4.94239 1 0.02621

Table 6 shows associations between gene expression and clinical outcome based on a nonlinear proportional hazards analysis, using a 2 degree-of-freedom natural spline. All genes are listed which demonstrated a departure from a strictly linear relationship (p<0.05) with RFI in combined Stage II (Duke's B) and Stage III (Duke's C) patients. The relationship between gene expression and RFI was not constant throughout the observed range of expression values in the study, e.g. increases in gene expression may have been related to increases in duration of RFI in one portion of the observed range and with decreases in duration of RFI in a different portion of the range.

TABLE 6 Official Accession Gene P-Value Symbol Number PTHLH 0.001 PTHLH NM_002820 CDCA7 v2 0.002 CDCA7 NM_145810 CREBBP 0.002 CREBBP NM_004380 KLF5 0.002 KLF5 NM_001730 LAMB3 0.004 LAMB3 NM_000228 TGFBR1 0.005 TGFBR1 NM_004612 NR4A1 0.005 NR4A1 NM_002135 Upa 0.005 PLAU NM_002658 Cad17 0.007 CDH17 NM_004063 S100A4 0.008 S100A4 NM_002961 A-Catenin 0.008 CTNNA1 NM_001903 EPHB2 0.009 EPHB2 NM_004442 Axin 2 0.011 AXIN2 NM_004655 PTPRJ 0.011 PTPRJ NM_002843 CAPN1 0.012 CAPN1 NM_005186 CEGP1 0.013 SCUBE2 NM_020974 APOC1 0.013 APOC1 NM_001645 GBP1 0.015 GBP1 NM_002053 SKP2 0.016 SKP2 NM_005983 ATP5E 0.016 ATP5E NM_006886 GRIK1 0.017 GRIK1 NM_000830 PRKR 0.018 EIF2AK2 NM_002759 FUT6 0.020 FUT6 NM_000150 PFN2 0.020 PFN2 NM_053024 ITGB4 0.021 ITGB4 NM_000213 MADH7 0.021 SMAD7 NM_005904 RALBP1 0.021 RALBP1 NM_006788 AKT1 0.022 AKT1 NM_005163 KLK6 0.022 KLK6 NM_002774 PLK 0.023 PLK1 NM_005030 CYP2C8 0.025 CYP2C8 NM_000770 BTF3 0.026 BTF3 NM_001207 CCNE2 variant 1 0.026 CCNE2 NM_057749 STMY3 0.030 MMP11 NM_005940 NRP1 0.030 NRP1 NM_003873 SIAT4A 0.031 ST3GAL1 NM_003033 SEMA3B 0.033 SEMA3B NM_004636 TRAG3 0.033 CSAG2 NM_004909 HSPE1 0.035 HSPE1 NM_002157 SBA2 0.036 WSB2 NM_018639 TK1 0.036 TK1 NM_003258 CCNB2 0.037 CCNB2 NM_004701 TMEPAI 0.037 TMEPAI NM_020182 SPRY2 0.037 SPRY2 NM_005842 AGXT 0.038 AGXT NM_000030 ALCAM 0.038 ALCAM NM_001627 HSPCA 0.038 HSPCA NM_005348 TIMP3 0.038 TIMP3 NM_000362 DET1 0.039 DET1 NM_017996 tusc4 0.040 TUSC4 NM_006545 SNAI2 0.040 SNAI2 NM_003068 CD28 0.040 CD28 NM_006139 RNF11 0.041 RNF11 NM_014372 PAI1 0.042 SERPINE1 NM_000602 XRCC1 0.042 XRCC1 NM_006297 EGLN1 0.044 EGLN1 NM_022051 EGFR 0.044 EGFR NM_005228 HES6 0.044 HES6 NM_018645 KCNK4 0.045 KCNK4 NM_016611 CXCR4 0.047 CXCR4 NM_003467 PTP4A3 0.048 PTP4A3 NM_007079 p27 0.048 CDKN1B NM_004064 MADH4 0.049 SMAD4 NM_005359 ICAM1 0.049 ICAM1 NM_000201

Table 7 shows all genes exhibiting an interaction (p-value<0.05) with tumor stage. The data were modeled using a proportional hazards model of RFI with gene expression, tumor stage, and their interaction as predictors.

TABLE 7 P-value for Gene HR Stage II HR Stage III Interaction ICAM2 1.49 0.68 0.0019 CD24 1.26 0.84 0.0054 PRDX6 2.29 0.73 0.0058 HSD17B2 0.62 1.29 0.0072 ALCAM 1.61 0.94 0.0088 SIR2 2.02 1.09 0.0089 NUFIP1 1.32 0.79 0.0093 EMR3 2.14 0.57 0.0127 CDC20 0.56 0.98 0.0130 MT3 1.37 0.79 0.0134 CLTC 1.80 0.71 0.0144 CYR61 1.73 1.10 0.0145 WIF 1.34 0.78 0.0195 TFF3 1.23 0.90 0.0209 SOS1 1.46 0.79 0.0287 TMSB4X 1.34 0.74 0.0293 CENPE 3.05 0.85 0.0330 CDH11 1.49 0.96 0.0339 CAPG 0.90 1.50 0.0348 TP53BP1 1.54 0.93 0.0357 MGAT5 1.25 0.73 0.0362 MADH2 1.36 0.70 0.0393 LOX 1.58 1.11 0.0396 DKK1 0.87 1.55 0.0415 CKS1B 0.31 1.75 0.0467 MMP7 0.92 1.28 0.0471 STAT5B 1.28 0.86 0.0471 CD28 0.69 1.25 0.0472

Second Analysis Study Results

Reference Gene Set for the second analysis was ATP5E, CLTC, GPX1, NEDD8, PGK1, UBB.

Table 1.2A shows associations for those genes whose increased expression is predictive of shorter Recurrence-Free Interval (RFI) based on univariate proportional hazards analysis.

Table 1.2B shows associations for those genes whose increased expression is predictive of longer Recurrence-Free Interval (RFI) based on univariate proportional hazards analysis.

Table 2.2A shows associations for those genes whose increased expression is predictive of decreased rate of Overall Survival (OS) based on univariate proportional hazards analysis.

Table 2.2B shows associations for those genes whose increased expression is predictive of increased rate of Overall Survival (OS) based on univariate proportional hazards analysis.

Table 3.2A shows associations for those genes whose increased expression is predictive of decreased rate of Disease Free Survival (DFS) based on univariate proportional hazards analysis.

Table 3.2B shows associations for those genes whose increased expression is predictive of increased rate of Disease Free Survival (DFS) based on univariate proportional hazards analysis.

Table 4.2A shows associations for those genes whose increased expression is predictive of shorter Distant Recurrence-Free Interval (DRFI) based on univariate proportional hazards analysis.

Table 4.2B shows associations for those genes whose increased expression is predictive of longer Distant Recurrence-Free Interval (DRFI) based on univariate proportional hazards analysis.

Table 5.2A shows associations between gene expression and RFI for those genes whose increased expression is predictive of shorter Recurrence-Free Interval (RFI), based on a multivariate analysis controlling for particular demographic and clinical characteristics of patients included in the analysis.

Table 5.2B shows associations between gene expression and RFI for those genes whose increased expression is predictive of longer Recurrence-Free Interval (RFI), based on a multivariate analysis controlling for particular demographic and clinical characteristics of patients included in the analysis.

Table 6.2 shows genes for which an association between gene expression and clinical outcome was identified based on a nonlinear proportional hazards analysis, using a 2 degree-of-freedom natural spline.

Table 7.2 shows all genes exhibiting an interaction (p-value<0.05) with tumor stage.

Table 1.2A shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio>1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using RFI as the metric for clinical outcome.

Hazard Official Accession Gene Ratio P Value Symbol Number RARB 2.22 0.0294 RARB NM_016152 ITGB1 2.04 0.0002 ITGB1 NM_002211 ANXA2 1.78 0.0003 ANXA2 NM_004039 CYP3A4 1.68 0.0075 CYP3A4 NM_017460 COX2 1.64 0.0604 PTGS2 NM_000963 KRAS2 1.62 0.0064 KRAS NM_004985 TJP1 1.58 0.0751 TJP1 NM_003257 KIAA0125 1.58 0.0889 KIAA0125 NM_014792 RhoB 1.57 0.0002 RHOB NM_004040 RhoC 1.56 0.0059 RHOC NM_175744 NTN1 1.54 0.0336 NTN1 NM_004822 ANXA5 1.52 0.0086 ANXA5 NM_001154 TIMP1 1.52 <.0001 TIMP1 NM_003254 AKT3 1.50 <.0001 AKT3 NM_005465 CALD1 1.48 0.0007 CALD1 NM_004342 IGFBP7 1.46 0.0023 IGFBP7 NM_001553 CYP1B1 1.45 0.0222 CYP1B1 NM_000104 BGN 1.44 0.0002 BGN NM_001711 VEGFC 1.44 0.0151 VEGFC NM_005429 DLC1 1.44 0.0014 DLC1 NM_006094 SI 1.42 0.0086 SI NM_001041 TIMP2 1.42 0.0022 TIMP2 NM_003255 CDC42BPA 1.41 0.0038 CDC42BPA NM_003607 LAMC2 1.40 0.0004 LAMC2 NM_005562 ITGAV 1.40 0.0019 ITGAV NM_002210 CTSB 1.40 0.0357 CTSB NM_001908 DUSP1 1.39 <.0001 DUSP1 NM_004417 TLN1 1.39 0.0335 TLN1 NM_006289 CCNE2 variant 1.39 0.0708 CCNE2 NM_057749 1 TIMP3 1.38 0.0023 TIMP3 NM_000362 GHI BRAF 1.38 0.0537 GHI_BRAF_mut4 mut4 HB-EGF 1.38 0.0109 HBEGF NM_001945 HSPG2 1.38 0.0258 HSPG2 NM_005529 VIM 1.37 0.0077 VIM NM_003380 ROCK1 1.37 0.0168 ROCK1 NM_005406 S100A1 1.36 0.0233 S100A1 NM_006271 p21 1.36 0.0113 CDKN1A NM_000389 CGB 1.36 0.0023 CGB NM_000737 UBC 1.36 0.0137 UBC NM_021009 GADD45B 1.36 0.0003 GADD45B NM_015675 INHBA 1.35 0.0010 INHBA NM_002192 VCL 1.34 0.0286 VCL NM_003373 SIR2 1.34 0.0049 SIRT1 NM_012238 CD68 1.34 0.0042 CD68 NM_001251 Maspin 1.34 <.0001 SERPINB5 NM_002639 FST 1.33 0.0326 FST NM_006350 EPAS1 1.33 0.0306 EPAS1 NM_001430 LOXL2 1.33 0.0076 LOXL2 NM_002318 STC1 1.33 0.0119 STC1 NM_003155 UNC5C 1.32 0.0642 UNC5C NM_003728 IGFBP5 1.32 0.0080 IGFBP5 NM_000599 INHBB 1.32 0.0643 INHBB NM_002193 FAP 1.32 0.0017 FAP NM_004460 DKK1 1.31 0.0298 DKK1 NM_012242 FYN 1.31 0.0053 FYN NM_002037 CTHRC1 1.31 0.0017 CTHRC1 NM_138455 FOS 1.31 0.0010 FOS NM_005252 RBX1 1.31 0.0633 RBX1 NM_014248 TAGLN 1.31 0.0058 TAGLN NM_003186 SBA2 1.31 0.0439 WSB2 NM_018639 CYR61 1.30 0.0018 CYR61 NM_001554 SPARC 1.30 0.0117 SPARC NM_003118 SNAI2 1.30 0.0076 SNAI2 NM_003068 TMSB10 1.30 0.0757 TMSB10 NM_021103 IGFBP3 1.30 0.0056 IGFBP3 NM_000598 PDGFC 1.29 0.0040 PDGFC NM_016205 SLPI 1.29 0.0026 SLPI NM_003064 COL1A2 1.29 0.0087 COL1A2 NM_000089 NRP2 1.29 0.0112 NRP2 NM_003872 PRKCA 1.29 0.0093 PRKCA NM_002737 KLF6 1.29 0.0661 KLF6 NM_001300 THBS1 1.28 0.0062 THBS1 NM_003246 EGR1 1.28 0.0067 EGR1 NM_001964 S100A4 1.28 0.0070 S100A4 NM_002961 CXCR4 1.28 0.0089 CXCR4 NM_003467 LAMA3 1.27 0.0024 LAMA3 NM_000227 LOX 1.26 0.0036 LOX NM_002317 AKAP12 1.26 0.0046 AKAP12 NM_005100 ADAMTS12 1.26 0.0109 ADAMTS12 NM_030955 MCP1 1.25 0.0122 CCL2 NM_002982 Grb10 1.25 0.0107 GRB10 NM_005311 PTGER3 1.25 0.0240 PTGER3 NM_000957 CRYAB 1.25 0.0035 CRYAB NM_001885 ANGPT2 1.25 0.0566 ANGPT2 NM_001147 ANXA1 1.25 0.0353 ANXA1 NM_000700 EphB6 1.24 0.0960 EPHB6 NM_004445 PDGFB 1.24 0.0139 PDGFB NM_002608 COL1A1 1.24 0.0198 COL1A1 NM_000088 TGFB3 1.23 0.0094 TGFB3 NM_003239 CTGF 1.23 0.0265 CTGF NM_001901 PDGFA 1.23 0.0312 NM_002607 HSPA1A 1.23 0.0027 HSPA1A NM_005345 EFNB2 1.23 0.0331 EFNB2 NM_004093 CAPG 1.23 0.0724 CAPG NM_001747 TGFBI 1.22 0.0231 TGFBI NM_000358 SIAT4A 1.22 0.0253 ST3GAL1 NM_003033 LAT 1.22 0.0307 LAT NM_014387 ITGA5 1.22 0.0224 ITGA5 NM_002205 GBP2 1.22 0.0225 GBP2 NM_004120 ANTXR1 1.22 0.0204 ANTXR1 NM_032208 ID4 1.22 0.0512 ID4 NM_001546 SFRP2 1.22 0.0039 SFRP2 NM_003013 TMEPAI 1.21 0.0170 TMEPAI NM_020182 CTSL 1.21 0.0388 CTSL NM_001912 KLK10 1.21 0.0007 KLK10 NM_002776 FXYD5 1.21 0.0547 FXYD5 NM_014164 GJB2 1.21 0.0356 GJB2 NM_004004 P14ARF 1.21 0.0451 S78535 DAPK1 1.21 0.0525 DAPK1 NM_004938 SKP1A 1.21 0.0663 SKP1A NM_006930 SFRP4 1.21 0.0078 SFRP4 NM_003014 KLK6 1.20 0.0048 KLK6 NM_002774 GJA1 1.20 0.0345 GJA1 NM_000165 HOXB7 1.20 0.0278 HOXB7 NM_004502 NDRG1 1.20 0.0948 NDRG1 NM_006096 PAI1 1.19 0.0061 SERPINE1 NM_000602 CDH11 1.19 0.0762 CDH11 NM_001797 EGR3 1.19 0.0149 EGR3 NM_004430 EMP1 1.19 0.0533 EMP1 NM_001423 FZD1 1.19 0.0671 FZD1 NM_003505 ABCC5 1.19 0.0631 ABCC5 NM_005688 S100P 1.18 0.0160 S100P NM_005980 OPN, 1.18 0.0030 SPP1 NM_000582 osteopontin p16-INK4 1.17 0.0503 L27211 NR4A1 1.17 0.0332 NR4A1 NM_002135 TUBB 1.17 0.0950 TUBB2 NM_001069 SIAT7B 1.17 0.0352 ST6GALNAC2 NM_006456 ALDH1A1 1.17 0.0299 ALDH1A1 NM_000689 F3 1.16 0.0654 F3 NM_001993 SLC2A1 1.15 0.0806 SLC2A1 NM_006516 CXCL12 1.13 0.0986 CXCL12 NM_000609 STMY3 1.13 0.0518 MMP11 NM_005940 S100A2 1.13 0.0303 S100A2 NM_005978 FABP4 1.13 0.0363 FABP4 NM_001442 REG4 1.11 0.0034 REG4 NM_032044 pS2 1.09 0.0690 TFF1 NM_003225 MUC2 1.06 0.0674 MUC2 NM_002457

Table 1.2B shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio<1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using RFI as the metric for clinical outcome.

Hazard Official Accession Gene Ratio P Value Symbol Number ORC1L 0.41 0.0623 ORC1L NM_004153 E2F1 0.63 0.0006 E2F1 NM_005225 HSPA8 0.63 0.0346 HSPA8 NM_006597 RAD54L 0.65 0.0026 RAD54L NM_003579 BRCA1 0.68 0.0001 BRCA1 NM_007295 SLC25A3 0.70 0.0100 SLC25A3 NM_213611 PPM1D 0.71 0.0025 PPM1D NM_003620 DHFR 0.71 0.0106 DHFR NM_000791 SKP2 0.72 0.0087 SKP2 NM_005983 FASN 0.73 0.0070 FASN NM_004104 HNRPD 0.73 0.0611 HNRPD NM_031370 ENO1 0.74 0.0432 ENO1 NM_001428 C20 orf1 0.74 0.0086 TPX2 NM_012112 BRCA2 0.75 0.0515 BRCA2 NM_000059 DDB1 0.75 0.0639 DDB1 NM_001923 KIF22 0.76 0.0127 KIF22 NM_007317 RPLPO 0.76 0.0330 RPLP0 NM_001002 Chk1 0.76 0.0164 CHEK1 NM_001274 ST14 0.77 0.0392 ST14 NM_021978 Bax 0.77 0.0502 BAX NM_004324 TCF-1 0.78 0.0023 TCF1 NM_000545 LMNB1 0.78 0.0458 LMNB1 NM_005573 RRM1 0.78 0.0693 RRM1 NM_001033 CSEL1 0.79 0.0261 CSE1L NM_001316 CDC20 0.79 0.0274 CDC20 NM_001255 PRDX2 0.79 0.0930 PRDX2 NM_005809 RPS13 0.79 0.0906 RPS13 NM_001017 RAF1 0.80 0.0717 RAF1 NM_002880 CMYC 0.80 0.0095 MYC NM_002467 UBE2M 0.80 0.0390 UBE2M NM_003969 CKS2 0.80 0.0596 CKS2 NM_001827 NME1 0.80 0.0694 NME1 NM_000269 c-myb (MYB official) 0.80 0.0082 MYB NM_005375 CD80 0.80 0.0688 CD80 NM_005191 CDCA7 v2 0.81 0.0164 CDCA7 NM_145810 EFP 0.81 0.0387 TRIM25 NM_005082 CCNE2 0.81 0.0405 CCNE2 NM_057749 SURV 0.81 0.0573 BIRC5 NM_001168 RRM2 0.82 0.0181 RRM2 NM_001034 ABCC6 0.82 0.0464 ABCC6 NM_001171 UMPS 0.82 0.0371 UMPS NM_000373 PI3KC2A 0.82 0.0855 PIK3C2A NM_002645 NOTCH1 0.82 0.0222 NOTCH1 NM_017617 EIF4E 0.82 0.0928 EIF4E NM_001968 EPHB2 0.82 0.0183 EPHB2 NM_004442 AREG 0.83 0.0012 AREG NM_001657 EREG 0.83 0.0059 EREG NM_001432 MYBL2 0.83 0.0234 MYBL2 NM_002466 ABCB1 0.83 0.0342 ABCB1 NM_000927 HRAS 0.83 0.0708 HRAS NM_005343 SLC7A5 0.84 0.0547 SLC7A5 NM_003486 MAD2L1 0.84 0.0653 MAD2L1 NM_002358 ING5 0.85 0.0920 ING5 NM_032329 Ki-67 0.85 0.0562 MKI67 NM_002417 MCM2 0.85 0.0671 MCM2 NM_004526 Cdx2 0.88 0.0430 CDX2 NM_001265 HES6 0.89 0.0966 HES6 NM_018645 PTPRO 0.89 0.0664 PTPRO NM_030667 cripto (TDGF1 official) 0.90 0.0781 TDGF1 NM_003212

Table 2.2A shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio>1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using OS as the metric for clinical outcome.

Hazard Official Accession Gene Ratio P Value Symbol Number RhoC 1.66 0.0002 RHOC NM_175744 ITGB1 1.59 0.0049 ITGB1 NM_002211 ANXA2 1.58 0.0004 ANXA2 NM_004039 CYP3A4 1.49 0.0114 CYP3A4 NM_017460 p21 1.49 <.0001 CDKN1A NM_000389 HMLH 1.42 0.0555 MLH1 NM_000249 VEGFC 1.41 0.0095 VEGFC NM_005429 TGFBR1 1.40 0.0113 TGFBR1 NM_004612 UBC 1.38 0.0013 UBC NM_021009 RhoB 1.37 0.0016 RHOB NM_004040 HSPG2 1.37 0.0111 HSPG2 NM_005529 PFN1 1.35 0.0987 PFN1 NM_005022 TIMP1 1.35 0.0008 TIMP1 NM_003254 VCL 1.33 0.0116 VCL NM_003373 INHBB 1.32 0.0265 INHBB NM_002193 SPINT2 1.32 0.0358 SPINT2 NM_021102 GHI BRAF mut4 1.31 0.0822 GHI_BRAF_mut4 LAMC2 1.31 0.0007 LAMC2 NM_005562 KCNH2 iso a/b 1.31 0.0474 KCNH2 NM_000238 UNC5C 1.30 0.0417 UNC5C NM_003728 CDC42 1.30 0.0122 CDC42 NM_001791 UBL1 1.29 0.0169 SUMO1 NM_003352 GADD45B 1.29 0.0003 GADD45B NM_015675 KRAS2 1.29 0.0774 KRAS NM_004985 HB-EGF 1.29 0.0219 HBEGF NM_001945 DKK1 1.28 0.0304 DKK1 NM_012242 FXYD5 1.28 0.0035 FXYD5 NM_014164 CALD1 1.28 0.0107 CALD1 NM_004342 ANXA5 1.27 0.0723 ANXA5 NM_001154 HLA-G 1.27 0.0732 HLA-G NM_002127 DUSP1 1.27 0.0004 DUSP1 NM_004417 LOXL2 1.27 0.0050 LOXL2 NM_002318 CDC42BPA 1.27 0.0155 CDC42BPA NM_003607 BGN 1.27 0.0039 BGN NM_001711 LAMB3 1.27 0.0221 LAMB3 NM_000228 EphB6 1.27 0.0373 EPHB6 NM_004445 SHC1 1.27 0.0582 SHC1 NM_003029 TIMP2 1.26 0.0126 TIMP2 NM_003255 CTSB 1.26 0.0748 CTSB NM_001908 TIMP3 1.26 0.0072 TIMP3 NM_000362 ID3 1.26 0.0033 ID3 NM_002167 CAPG 1.26 0.0162 CAPG NM_001747 NRP1 1.26 0.0135 NRP1 NM_003873 INHBA 1.26 0.0021 INHBA NM_002192 KLF6 1.25 0.0477 KLF6 NM_001300 IGFBP7 1.25 0.0251 IGFBP7 NM_001553 S100A1 1.25 0.0528 S100A1 NM_006271 EPAS1 1.24 0.0382 EPAS1 NM_001430 DLC1 1.24 0.0228 DLC1 NM_006094 KLK10 1.24 <.0001 KLK10 NM_002776 SBA2 1.24 0.0493 WSB2 NM_018639 SPARC 1.24 0.0133 SPARC NM_003118 GAGE4 1.23 0.0475 GAGE4 NM_001474 HSPA1A 1.23 0.0004 HSPA1A NM_005345 SIR2 1.23 0.0179 SIRT1 NM_012238 CGB 1.23 0.0202 CGB NM_000737 Grb10 1.22 0.0059 GRB10 NM_005311 SNAI2 1.22 0.0145 SNAI2 NM_003068 LAMA3 1.22 0.0019 LAMA3 NM_000227 AKT3 1.22 0.0169 AKT3 NM_005465 FYN 1.22 0.0138 FYN NM_002037 FOS 1.22 0.0035 FOS NM_005252 CTHRC1 1.21 0.0056 CTHRC1 NM_138455 CTSD 1.21 0.0506 CTSD NM_001909 THY1 1.21 0.0290 THY1 NM_006288 ANXA1 1.21 0.0339 ANXA1 NM_000700 CD68 1.21 0.0227 CD68 NM_001251 G-Catenin 1.20 0.0789 JUP NM_002230 PLK3 1.20 0.0081 PLK3 NM_004073 STC1 1.20 0.0577 STC1 NM_003155 TAGLN 1.20 0.0238 TAGLN NM_003186 VIM 1.20 0.0632 VIM NM_003380 HSPA1B 1.20 0.0302 HSPA1B NM_005346 LAT 1.20 0.0184 LAT NM_014387 KRT19 1.20 0.0309 KRT19 NM_002276 IGFBP3 1.20 0.0167 IGFBP3 NM_000598 BMP4 1.20 0.0035 BMP4 NM_001202 KLK6 1.20 0.0014 KLK6 NM_002774 THBS1 1.20 0.0206 THBS1 NM_003246 TULP3 1.19 0.0344 TULP3 NM_003324 ERK1 1.19 0.0522 Z11696 CREBBP 1.19 0.0866 CREBBP NM_004380 S100A4 1.19 0.0259 S100A4 NM_002961 PDGFB 1.19 0.0205 PDGFB NM_002608 EFNB2 1.19 0.0299 EFNB2 NM_004093 LOX 1.19 0.0104 LOX NM_002317 PTK2 1.18 0.0983 PTK2 NM_005607 IGFBP5 1.18 0.0544 IGFBP5 NM_000599 APC 1.18 0.0461 APC NM_000038 DYRK1B 1.18 0.0681 DYRK1B NM_004714 NOTCH2 1.18 0.0533 NOTCH2 NM_024408 Maspin 1.18 0.0033 SERPINB5 NM_002639 AKAP12 1.18 0.0195 AKAP12 NM_005100 COL1A1 1.17 0.0417 COL1A1 NM_000088 EMP1 1.17 0.0295 EMP1 NM_001423 SIAT4A 1.17 0.0311 ST3GAL1 NM_003033 PAI1 1.17 0.0036 SERPINE1 NM_000602 NR4A1 1.17 0.0117 NR4A1 NM_002135 EGR1 1.17 0.0379 EGR1 NM_001964 BRK 1.17 0.0156 PTK6 NM_005975 UNC5B 1.17 0.0956 UNC5B NM_170744 SR-A1 1.17 0.0512 SR-A1 NM_021228 MRP3 1.16 0.0353 ABCC3 NM_003786 hCRA a 1.16 0.0878 U78556 Upa 1.16 0.0630 PLAU NM_002658 BCAS1 1.16 0.0147 BCAS1 NM_003657 PDGFC 1.16 0.0375 PDGFC NM_016205 COL1A2 1.16 0.0620 COL1A2 NM_000089 CTGF 1.16 0.0580 CTGF NM_001901 MCP1 1.16 0.0463 CCL2 NM_002982 RAB32 1.16 0.0686 RAB32 NM_006834 SKP1A 1.16 0.0842 SKP1A NM_006930 FAP 1.16 0.0443 FAP NM_004460 EFNA1 1.16 0.0990 EFNA1 NM_004428 HOXB7 1.15 0.0378 HOXB7 NM_004502 CYR61 1.15 0.0452 CYR61 NM_001554 TGFBI 1.15 0.0591 TGFBI NM_000358 TMEPAI 1.15 0.0419 TMEPAI NM_020182 SIN3A 1.15 0.0853 SIN3A NM_015477 S100A2 1.15 0.0038 S100A2 NM_005978 PDGFA 1.15 0.0840 NM_002607 MMP7 1.15 0.0469 MMP7 NM_002423 ANTXR1 1.15 0.0520 ANTXR1 NM_032208 SLPI 1.14 0.0755 SLPI NM_003064 SFRP2 1.13 0.0253 SFRP2 NM_003013 S100A8 1.13 0.0795 S100A8 NM_002964 TP53I3 1.13 0.0973 TP53I3 NM_004881 F3 1.13 0.0735 F3 NM_001993 OPN, osteopontin 1.12 0.0100 SPP1 NM_000582 EGLN3 1.11 0.0883 EGLN3 NM_022073 FZD6 1.11 0.0791 FZD6 NM_003506 OSM 1.10 0.0913 OSM NM_020530 FABP4 1.10 0.0521 FABP4 NM_001442 GSTT1 1.09 0.0837 GSTT1 NM_000853 REG4 1.07 0.0300 REG4 NM_032044

Table 2.2B shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio<1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using OS as the metric for clinical outcome.

Hazard Official Accession Gene Ratio P Value Symbol Number ORC1L 0.52 0.0895 ORC1L NM_004153 HSPA8 0.64 0.0164 HSPA8 NM_006597 SKP2 0.71 0.0012 SKP2 NM_005983 PRDX4 0.74 0.0202 PRDX4 NM_006406 DHFR 0.76 0.0111 DHFR NM_000791 FGF18 0.76 0.0915 FGF18 NM_003862 SLC25A3 0.76 0.0391 SLC25A3 NM_213611 RRM1 0.77 0.0218 RRM1 NM_001033 E2F1 0.78 0.0180 E2F1 NM_005225 SURV 0.79 0.0098 BIRC5 NM_001168 PPM1D 0.80 0.0154 PPM1D NM_003620 CCNE2 0.80 0.0090 CCNE2 NM_057749 BRCA1 0.80 0.0093 BRCA1 NM_007295 ST14 0.80 0.0436 ST14 NM_021978 c-myb (MYB official) 0.81 0.0027 MYB NM_005375 Chk1 0.81 0.0220 CHEK1 NM_001274 C20 orf1 0.81 0.0305 TPX2 NM_012112 EI24 0.81 0.0574 EI24 NM_004879 CDC20 0.82 0.0234 CDC20 NM_001255 TCF-1 0.82 0.0061 TCF1 NM_000545 PPID 0.83 0.0584 PPID NM_005038 KIF22 0.83 0.0466 KIF22 NM_007317 UBE2M 0.83 0.0850 UBE2M NM_003969 MRPL40 0.83 0.0716 MRPL40 NM_003776 RPLPO 0.84 0.0987 RPLP0 NM_001002 LMNB1 0.84 0.0910 LMNB1 NM_005573 DUT 0.84 0.0401 DUT NM_001948 CD44E 0.84 0.0483 X55150 MCM2 0.85 0.0214 MCM2 NM_004526 CDC6 0.85 0.0235 CDC6 NM_001254 AURKB 0.85 0.0373 AURKB NM_004217 SMARCA3 0.86 0.0562 SMARCA3 NM_003071 CDCA7 v2 0.86 0.0435 CDCA7 NM_145810 EPHB2 0.86 0.0281 EPHB2 NM_004442 CMYC 0.86 0.0441 MYC NM_002467 ABCB1 0.86 0.0352 ABCB1 NM_000927 Cdx2 0.87 0.0156 CDX2 NM_001265 PPARG 0.88 0.0655 PPARG NM_005037 MYBL2 0.88 0.0667 MYBL2 NM_002466 EREG 0.89 0.0352 EREG NM_001432 AREG 0.90 0.0221 AREG NM_001657

Table 3.2A shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio>1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using DFS as the metric for clinical outcome.

Hazard Official Accession Gene Ratio P Value Symbol Number ANXA2 1.67 <.0001 ANXA2 NM_004039 CYP3A4 1.59 0.0035 CYP3A4 NM_017460 RhoC 1.52 0.0010 RHOC NM_175744 TJP1 1.44 0.0951 TJP1 NM_003257 HB-EGF 1.39 0.0023 HBEGF NM_001945 p21 1.39 0.0006 CDKN1A NM_000389 HMLH 1.37 0.0678 MLH1 NM_000249 ITGB1 1.37 0.0419 ITGB1 NM_002211 UBC 1.34 0.0024 UBC NM_021009 VEGFC 1.33 0.0246 VEGFC NM_005429 TIMP1 1.33 0.0007 TIMP1 NM_003254 CCNE2 variant 1 1.32 0.0745 CCNE2 NM_057749 SPINT2 1.32 0.0224 SPINT2 NM_021102 LAMC2 1.32 0.0002 LAMC2 NM_005562 VCL 1.31 0.0119 VCL NM_003373 RhoB 1.31 0.0049 RHOB NM_004040 PKR2 1.30 0.0258 PKM2 NM_002654 ANXA5 1.30 0.0406 ANXA5 NM_001154 GADD45B 1.30 0.0001 GADD45B NM_015675 INHBB 1.29 0.0368 INHBB NM_002193 DUSP1 1.29 <.0001 DUSP1 NM_004417 KRAS2 1.28 0.0686 KRAS NM_004985 KLF6 1.28 0.0284 KLF6 NM_001300 IGFBP7 1.27 0.0103 IGFBP7 NM_001553 GRIK1 1.27 0.0421 GRIK1 NM_000830 DLC1 1.27 0.0084 DLC1 NM_006094 FOS 1.26 0.0003 FOS NM_005252 HSPG2 1.26 0.0443 HSPG2 NM_005529 INHBA 1.26 0.0009 INHBA NM_002192 TIMP3 1.26 0.0045 TIMP3 NM_000362 BGN 1.26 0.0035 BGN NM_001711 CGB 1.26 0.0172 CGB NM_000737 HK1 1.26 0.0352 HK1 NM_000188 SHC1 1.25 0.0562 SHC1 NM_003029 STC1 1.25 0.0161 STC1 NM_003155 LOXL2 1.24 0.0078 LOXL2 NM_002318 CAPG 1.24 0.0161 CAPG NM_001747 UNC5B 1.23 0.0204 UNC5B NM_170744 MVP 1.23 0.0729 MVP NM_017458 CTSD 1.23 0.0256 CTSD NM_001909 EGR1 1.23 0.0041 EGR1 NM_001964 LOX 1.23 0.0017 LOX NM_002317 CDC42BPA 1.23 0.0278 CDC42BPA NM_003607 GAGE4 1.23 0.0425 GAGE4 NM_001474 CALD1 1.22 0.0239 CALD1 NM_004342 FXYD5 1.22 0.0096 FXYD5 NM_014164 EphB6 1.22 0.0825 EPHB6 NM_004445 LAMB3 1.22 0.0444 LAMB3 NM_000228 VEGF 1.21 0.0267 VEGF NM_003376 PDGFB 1.21 0.0062 PDGFB NM_002608 TIMP2 1.21 0.0292 TIMP2 NM_003255 A-Catenin 1.21 0.0598 CTNNA1 NM_001903 IGFBP3 1.21 0.0081 IGFBP3 NM_000598 CD68 1.21 0.0138 CD68 NM_001251 S100A1 1.21 0.0886 S100A1 NM_006271 SIAT4A 1.21 0.0076 ST3GAL1 NM_003033 HSPA1B 1.21 0.0182 HSPA1B NM_005346 DKK1 1.20 0.0900 DKK1 NM_012242 SBA2 1.20 0.0733 WSB2 NM_018639 SIR2 1.20 0.0250 SIRT1 NM_012238 THBS1 1.20 0.0119 THBS1 NM_003246 FYN 1.20 0.0156 FYN NM_002037 TULP3 1.20 0.0205 TULP3 NM_003324 LAMA3 1.20 0.0026 LAMA3 NM_000227 NR4A1 1.20 0.0022 NR4A1 NM_002135 EFNA1 1.20 0.0258 EFNA1 NM_004428 EMP1 1.20 0.0102 EMP1 NM_001423 SPARC 1.19 0.0333 SPARC NM_003118 G-Catenin 1.19 0.0761 JUP NM_002230 CYR61 1.19 0.0103 CYR61 NM_001554 Maspin 1.19 0.0015 SERPINB5 NM_002639 HSPA1A 1.18 0.0018 HSPA1A NM_005345 PTHR1 1.18 0.0856 PTHR1 NM_000316 EPAS1 1.18 0.0789 EPAS1 NM_001430 Grb10 1.18 0.0173 GRB10 NM_005311 ERK1 1.18 0.0464 Z11696 VIM 1.18 0.0772 VIM NM_003380 SNAI2 1.18 0.0379 SNAI2 NM_003068 IGFBP5 1.17 0.0492 IGFBP5 NM_000599 CTHRC1 1.17 0.0155 CTHRC1 NM_138455 THY1 1.17 0.0562 THY1 NM_006288 NRP1 1.17 0.0747 NRP1 NM_003873 PTGER3 1.17 0.0493 PTGER3 NM_000957 ID3 1.17 0.0437 ID3 NM_002167 F3 1.17 0.0157 F3 NM_001993 CTGF 1.17 0.0394 CTGF NM_001901 KRT19 1.17 0.0517 KRT19 NM_002276 PAI1 1.17 0.0033 SERPINE1 NM_000602 FAP 1.17 0.0260 FAP NM_004460 ANXA1 1.16 0.0688 ANXA1 NM_000700 KLK10 1.16 0.0009 KLK10 NM_002776 EFNB2 1.16 0.0447 EFNB2 NM_004093 P14ARF 1.16 0.0573 S78535 MCP1 1.16 0.0359 CCL2 NM_002982 PLK3 1.16 0.0296 PLK3 NM_004073 ANTXR1 1.16 0.0243 ANTXR1 NM_032208 ADAMTS12 1.16 0.0346 ADAMTS12 NM_030955 EGR3 1.16 0.0109 EGR3 NM_004430 APC 1.16 0.0733 APC NM_000038 PDGFC 1.16 0.0326 PDGFC NM_016205 BMP4 1.16 0.0151 BMP4 NM_001202 HOXB7 1.15 0.0281 HOXB7 NM_004502 NDRG1 1.15 0.0912 NDRG1 NM_006096 Herstatin 1.15 0.0380 AF177761 TMEPAI 1.15 0.0268 TMEPAI NM_020182 IL6 1.15 0.0914 IL6 NM_000600 PDGFA 1.15 0.0599 NM_002607 TGFBI 1.15 0.0439 TGFBI NM_000358 Upa 1.15 0.0740 PLAU NM_002658 S100A4 1.15 0.0621 S100A4 NM_002961 SLPI 1.15 0.0447 SLPI NM_003064 KLK6 1.15 0.0112 KLK6 NM_002774 COL1A1 1.15 0.0637 COL1A1 NM_000088 GJB2 1.15 0.0604 GJB2 NM_004004 PKD1 1.15 0.0939 PKD1 NM_000296 TP53I3 1.15 0.0450 TP53I3 NM_004881 PLAUR 1.14 0.0477 PLAUR NM_002659 TAGLN 1.14 0.0739 TAGLN NM_003186 COL1A2 1.14 0.0818 COL1A2 NM_000089 S100A2 1.14 0.0045 S100A2 NM_005978 AKT3 1.14 0.0949 AKT3 NM_005465 SEMA3B 1.13 0.0467 SEMA3B NM_004636 BRK 1.13 0.0476 PTK6 NM_005975 OSM 1.13 0.0344 OSM NM_020530 SFRP2 1.12 0.0279 SFRP2 NM_003013 MRP3 1.12 0.0946 ABCC3 NM_003786 EGLN3 1.12 0.0452 EGLN3 NM_022073 SIAT7B 1.12 0.0603 ST6GALNAC2 NM_006456 OPN, osteopontin 1.12 0.0082 SPP1 NM_000582 S100P 1.12 0.0313 S100P NM_005980 AKAP12 1.12 0.0865 AKAP12 NM_005100 MMP7 1.11 0.0909 MMP7 NM_002423 FABP4 1.11 0.0214 FABP4 NM_001442 CRYAB 1.11 0.0960 CRYAB NM_001885 SFRP4 1.10 0.0625 SFRP4 NM_003014 EFNA3 1.10 0.0707 EFNA3 NM_004952 GSTT1 1.09 0.0516 GSTT1 NM_000853 pS2 1.08 0.0313 TFF1 NM_003225 REG4 1.08 0.0080 REG4 NM_032044 IGFBP2 1.08 0.0846 IGFBP2 NM_000597 MUC5B 1.08 0.0387 MUC5B XM_039877

Table 3.2B shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio<1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using DFS as the metric for clinical outcome.

Hazard Official Accession Gene Ratio P Value Symbol Number HSPA8 0.72 0.0604 HSPA8 NM_006597 SLC25A3 0.73 0.0126 SLC25A3 NM_213611 E2F1 0.73 0.0019 E2F1 NM_005225 IFIT1 0.74 0.0820 IFIT1 NM_001548 PPM1D 0.74 0.0007 PPM1D NM_003620 SKP2 0.75 0.0049 SKP2 NM_005983 RRM1 0.78 0.0224 RRM1 NM_001033 DDB1 0.79 0.0720 DDB1 NM_001923 NPM1 0.79 0.0255 NPM1 NM_002520 PRDX4 0.80 0.0570 PRDX4 NM_006406 BRCA1 0.80 0.0064 BRCA1 NM_007295 C20 orf1 0.81 0.0180 TPX2 NM_012112 Chk1 0.81 0.0148 CHEK1 NM_001274 EI24 0.81 0.0417 EI24 NM_004879 CCNE2 0.81 0.0094 CCNE2 NM_057749 HMGB1 0.82 0.0852 HMGB1 NM_002128 SURV 0.82 0.0185 BIRC5 NM_001168 KIF22 0.82 0.0264 KIF22 NM_007317 RAD54L 0.82 0.0674 RAD54L NM_003579 c-myb (MYB official) 0.82 0.0038 MYB NM_005375 DHFR 0.82 0.0669 DHFR NM_000791 TNFRSF5 0.83 0.0855 CD40 NM_001250 LMNB1 0.83 0.0741 LMNB1 NM_005573 CDC20 0.85 0.0538 CDC20 NM_001255 CDCA7 v2 0.85 0.0277 CDCA7 NM_145810 FASN 0.85 0.0919 FASN NM_004104 MCM2 0.85 0.0194 MCM2 NM_004526 ABCB1 0.85 0.0169 ABCB1 NM_000927 EIF4E 0.85 0.0902 EIF4E NM_001968 DUT 0.86 0.0535 DUT NM_001948 C20ORF126 0.86 0.0932 PDRG1 NM_030815 MCM6 0.86 0.0970 MCM6 NM_005915 EFP 0.87 0.0850 TRIM25 NM_005082 EPHB2 0.87 0.0314 EPHB2 NM_004442 GCLC 0.87 0.0862 GCLC NM_001498 RCC1 0.87 0.0540 RCC1 NM_001269 AREG 0.87 0.0028 AREG NM_001657 CMYC 0.88 0.0584 MYC NM_002467 MYBL2 0.88 0.0567 MYBL2 NM_002466 TCF-1 0.88 0.0644 TCF1 NM_000545 EREG 0.89 0.0232 EREG NM_001432 Cdx2 0.90 0.0354 CDX2 NM_001265 PTPRO 0.92 0.0935 PTPRO NM_030667 cripto (TDGF1 official) 0.92 0.0950 TDGF1 NM_003212 HLA-DRB1 0.93 0.0521 HLA-DRB1 NM_002124

Table 4.2A shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio>1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using DRFI as the metric for clinical outcome.

Hazard Official Accession Gene Ratio P Value Symbol Number ALDOA 3.21 0.0189 ALDOA NM_000034 DCK 2.60 0.0248 DCK NM_000788 ITGB1 2.58 0.0002 ITGB1 NM_002211 COX2 2.16 0.0198 PTGS2 NM_000963 TJP1 2.10 0.0122 TJP1 NM_003257 STAT3 1.87 0.0148 STAT3 NM_003150 ANXA5 1.83 0.0043 ANXA5 NM_001154 GHI BRAF mut4 1.82 0.0024 GHI_BRAF_mut4 TIMP1 1.80 <.0001 TIMP1 NM_003254 hMLH 1.80 0.0242 MLH1 NM_000249 PADI4 1.74 0.0288 PADI4 NM_012387 rhoC 1.74 0.0093 RHOC NM_175744 CYP3A4 1.73 0.0219 CYP3A4 NM_017460 WWOX 1.72 0.0467 WWOX NM_016373 ANXA2 1.70 0.0081 ANXA2 NM_004039 LILRB3 1.70 0.0295 LILRB3 NM_006864 VIM 1.66 0.0015 VIM NM_003380 FUS 1.65 0.0432 FUS NM_004960 KCNH2 iso a/b 1.64 0.0111 KCNH2 NM_000238 RhoB 1.63 0.0019 RHOB NM_004040 CRIP2 1.62 0.0455 CRIP2 NM_001312 AKT3 1.60 0.0004 AKT3 NM_005465 RBX1 1.60 0.0195 RBX1 NM_014248 HB-EGF 1.59 0.0032 HBEGF NM_001945 NRP2 1.55 0.0007 NRP2 NM_003872 MSH3 1.55 0.0353 MSH3 NM_002439 PI3K 1.54 0.0651 PIK3C2B NM_002646 BGN 1.54 0.0009 BGN NM_001711 RAB6C 1.54 0.0210 RAB6C NM_032144 CTSB 1.53 0.0415 CTSB NM_001908 DLC1 1.53 0.0047 DLC1 NM_006094 p21 1.53 0.0085 CDKN1A NM_000389 CCNE2 variant 1 1.52 0.0647 CCNE2 NM_057749 CALD1 1.51 0.0069 CALD1 NM_004342 SBA2 1.51 0.0202 WSB2 NM_018639 SIR2 1.51 0.0028 SIRT1 NM_012238 ITGA5 1.50 0.0006 ITGA5 NM_002205 RAP1GDS1 1.50 0.0317 RAP1GDS1 NM_021159 CTHRC1 1.46 0.0010 CTHRC1 NM_138455 STC1 1.46 0.0083 STC1 NM_003155 KLF6 1.46 0.0362 KLF6 NM_001300 CDC42BPA 1.45 0.0187 CDC42BPA NM_003607 CEBPB 1.45 0.0605 CEBPB NM_005194 LAMC2 1.45 0.0031 LAMC2 NM_005562 TGFBR1 1.45 0.0824 TGFBR1 NM_004612 TLN1 1.45 0.0730 TLN1 NM_006289 CDC42 1.44 0.0387 CDC42 NM_001791 FYN 1.43 0.0070 FYN NM_002037 IGFBP7 1.43 0.0283 IGFBP7 NM_001553 ARG 1.43 0.0119 ABL2 NM_005158 HIF1A 1.42 0.0397 HIF1A NM_001530 FST 1.42 0.0460 FST NM_006350 S100A1 1.42 0.0473 S100A1 NM_006271 FAP 1.42 0.0023 FAP NM_004460 DUSP1 1.42 0.0014 DUSP1 NM_004417 EPAS1 1.41 0.0494 EPAS1 NM_001430 Grb10 1.41 0.0027 GRB10 NM_005311 VEGFC 1.41 0.0894 VEGFC NM_005429 INHBB 1.41 0.0710 INHBB NM_002193 GADD45B 1.40 0.0023 GADD45B NM_015675 UBC 1.40 0.0368 UBC NM_021009 GJA1 1.40 0.0053 GJA1 NM_000165 COL1A2 1.40 0.0086 COL1A2 NM_000089 RBM5 1.40 0.0423 RBM5 NM_005778 ROCK1 1.39 0.0604 ROCK1 NM_005406 CTGF 1.39 0.0081 CTGF NM_001901 FLT4 1.39 0.0978 FLT4 NM_002020 PDGFC 1.39 0.0052 PDGFC NM_016205 INHBA 1.39 0.0058 INHBA NM_002192 LOXL2 1.38 0.0209 LOXL2 NM_002318 THBS1 1.37 0.0090 THBS1 NM_003246 ITGAV 1.37 0.0298 ITGAV NM_002210 NCAM1 1.36 0.0714 NCAM1 NM_000615 PTHR1 1.35 0.0410 PTHR1 NM_000316 TIMP2 1.35 0.0446 TIMP2 NM_003255 LOX 1.35 0.0041 LOX NM_002317 SPARC 1.35 0.0292 SPARC NM_003118 TAGLN 1.34 0.0222 TAGLN NM_003186 CYR61 1.34 0.0086 CYR61 NM_001554 RANBP9 1.34 0.0553 RANBP9 NM_005493 GADD45 1.34 0.0604 GADD45A NM_001924 S100A4 1.34 0.0141 S100A4 NM_002961 SNAI2 1.33 0.0263 SNAI2 NM_003068 EGR1 1.33 0.0174 EGR1 NM_001964 CDH11 1.33 0.0355 CDH11 NM_001797 SI 1.33 0.0967 SI NM_001041 PTK2 1.33 0.0911 PTK2 NM_005607 MCP1 1.32 0.0215 CCL2 NM_002982 PCAF 1.32 0.0463 PCAF NM_003884 c-abl 1.32 0.0868 ABL1 NM_005157 TIMP3 1.32 0.0455 TIMP3 NM_000362 ANGPT2 1.31 0.0711 ANGPT2 NM_001147 NOTCH2 1.30 0.0645 NOTCH2 NM_024408 GBP2 1.30 0.0218 GBP2 NM_004120 PAI1 1.30 0.0022 SERPINE1 NM_000602 CXCR4 1.30 0.0341 CXCR4 NM_003467 BCAS1 1.30 0.0060 BCAS1 NM_003657 COL1A1 1.29 0.0349 COL1A1 NM_000088 PIM1 1.29 0.0507 PIM1 NM_002648 PDGFB 1.29 0.0288 PDGFB NM_002608 Bcl2 1.29 0.0270 BCL2 NM_000633 SLPI 1.29 0.0222 SLPI NM_003064 IGFBP5 1.29 0.0676 IGFBP5 NM_000599 ANXA1 1.29 0.0690 ANXA1 NM_000700 FGFR1 1.28 0.0790 FGFR1 NM_023109 CAPG 1.28 0.0987 CAPG NM_001747 PRKCA 1.28 0.0548 PRKCA NM_002737 EPHA2 1.28 0.0339 EPHA2 NM_004431 AKAP12 1.28 0.0215 AKAP12 NM_005100 FOS 1.28 0.0219 FOS NM_005252 CXCL12 1.27 0.0169 CXCL12 NM_000609 GCNT1 1.27 0.0875 GCNT1 NM_001490 IGFBP3 1.27 0.0499 IGFBP3 NM_000598 DPYD 1.27 0.0259 DPYD NM_000110 CD68 1.27 0.0752 CD68 NM_001251 EFNA1 1.27 0.0890 EFNA1 NM_004428 ABCC5 1.26 0.0536 ABCC5 NM_005688 TUBB 1.26 0.0635 TUBB2 NM_001069 PDGFA 1.26 0.0676 NM_002607 DAPK1 1.26 0.0701 DAPK1 NM_004938 SFRP2 1.25 0.0109 SFRP2 NM_003013 ID3 1.25 0.0744 ID3 NM_002167 CTSL 1.25 0.0679 CTSL NM_001912 LAMA3 1.25 0.0299 LAMA3 NM_000227 KRT19 1.25 0.0982 KRT19 NM_002276 S100A8 1.25 0.0228 S100A8 NM_002964 IL6 1.25 0.0933 IL6 NM_000600 MRP3 1.25 0.0538 ABCC3 NM_003786 FES 1.25 0.0694 FES NM_002005 AP-1 (JUN 1.25 0.0974 JUN NM_002228 official) WISP1 1.24 0.0897 WISP1 NM_003882 SFRP4 1.24 0.0250 SFRP4 NM_003014 TGFBI 1.24 0.0692 TGFBI NM_000358 Maspin 1.24 0.0152 SERPINB5 NM_002639 HOXB7 1.23 0.0541 HOXB7 NM_004502 P14ARF 1.23 0.0944 S78535 HSPA1A 1.23 0.0259 HSPA1A NM_005345 EGR3 1.22 0.0312 EGR3 NM_004430 CRYAB 1.22 0.0483 CRYAB NM_001885 ALDH1A1 1.22 0.0372 ALDH1A1 NM_000689 TGFB3 1.22 0.0673 TGFB3 NM_003239 KLK6 1.21 0.0288 KLK6 NM_002774 ANTXR1 1.21 0.0942 ANTXR1 NM_032208 FZD6 1.20 0.0479 FZD6 NM_003506 ILT-2 1.20 0.0930 LILRB1 NM_006669 S100A2 1.20 0.0116 S100A2 NM_005978 MMP7 1.18 0.0987 MMP7 NM_002423 FABP4 1.17 0.0371 FABP4 NM_001442 OPN, osteopontin 1.17 0.0301 SPP1 NM_000582 KLK10 1.16 0.0581 KLK10 NM_002776 pS2 1.15 0.0186 TFF1 NM_003225 REG4 1.14 0.0053 REG4 NM_032044 MUC2 1.09 0.0429 MUC2 NM_002457

Table 4.2B shows associations between clinical outcome and gene expression for those genes which demonstrated a Hazard Ratio<1.0 and for which p<0.1. Univariate Cox Proportional Hazards Regression analysis was applied in combined Stage II (Duke's B) and Stage III (Duke's C) patients using DRFI as the metric for clinical outcome.

Hazard Official Accession Gene Ratio P Value Symbol Number HSPA8 0.48 0.0114 HSPA8 NM_006597 RPS13 0.64 0.0082 RPS13 NM_001017 NDUFS3 0.66 0.0096 NDUFS3 NM_004551 ST14 0.66 0.0132 ST14 NM_021978 LMNB1 0.66 0.0135 LMNB1 NM_005573 TMSB4X 0.67 0.0039 TMSB4X NM_021109 DHFR 0.68 0.0260 DHFR NM_000791 BRCA1 0.68 0.0029 BRCA1 NM_007295 SKP2 0.68 0.0151 SKP2 NM_005983 SLC25A3 0.69 0.0265 SLC25A3 NM_213611 CDC20 0.69 0.0048 CDC20 NM_001255 RPLPO 0.70 0.0320 RPLP0 NM_001002 TCF-1 0.70 0.0013 TCF1 NM_000545 RRM1 0.71 0.0598 RRM1 NM_001033 ATP5A1 0.71 0.0827 ATP5A1 NM_004046 NME1 0.73 0.0378 NME1 NM_000269 CKS2 0.74 0.0537 CKS2 NM_001827 EI24 0.74 0.0639 EI24 NM_004879 C20 orf1 0.74 0.0435 TPX2 NM_012112 SDC1 0.74 0.0930 SDC1 NM_002997 CSEL1 0.75 0.0443 CSE1L NM_001316 ABCC6 0.76 0.0416 ABCC6 NM_001171 MCM2 0.76 0.0136 MCM2 NM_004526 NFKBp65 0.77 0.0672 RELA NM_021975 EPHB2 0.77 0.0133 EPHB2 NM_004442 FASN 0.78 0.0980 FASN NM_004104 AURKB 0.78 0.0528 AURKB NM_004217 VDR 0.79 0.0832 VDR NM_000376 UMPS 0.80 0.0721 UMPS NM_000373 UBE2C 0.81 0.0860 UBE2C NM_007019 CMYC 0.82 0.0742 MYC NM_002467 MYBL2 0.83 0.0780 MYBL2 NM_002466 Cdx2 0.84 0.0392 CDX2 NM_001265 MX1 0.85 0.0786 MX1 NM_002462 EREG 0.85 0.0638 EREG NM_001432 AREG 0.85 0.0295 AREG NM_001657

Table 5.2A shows associations between gene expression and RFI, controlling for particular demographic and clinical characteristics of patients included in the analysis. All genes are listed whose expression correlates with RFI (p<0.1) and which demonstrated a Hazard Ratio>1 in a multivariate analysis including the following variables: tumor location, year of surgery, tumor grade, treatment protocol (C-01 or C-02), BCG treatment (yes or no), and classification of patients according to lymph node status as follows: 0 positive nodes and <12 nodes examined, 0 positive nodes and ≧12 nodes examined, 1-3 positive nodes, and ≧4 positive nodes.

Hazard Official Accession Gene Ratio LR Chi-Square DF P Value Symbol Number RARB 2.02 3.42 1 0.0644 RARB NM_016152 COX2 1.69 3.13 1 0.0768 PTGS2 NM_000963 RhoC 1.60 8.71 1 0.0032 RHOC NM_175744 CYP3A4 1.57 5.15 1 0.0233 CYP3A4 NM_017460 RhoB 1.54 12.40 1 0.0004 RHOB NM_004040 ANXA2 1.54 7.01 1 0.0081 ANXA2 NM_004039 ITGB1 1.54 5.54 1 0.0186 ITGB1 NM_002211 NTN1 1.53 3.63 1 0.0568 NTN1 NM_004822 KRAS2 1.51 4.83 1 0.0279 KRAS NM_004985 IGFBP7 1.44 8.53 1 0.0035 IGFBP7 NM_001553 TIMP1 1.43 9.03 1 0.0027 TIMP1 NM_003254 WWOX 1.43 2.73 1 0.0988 WWOX NM_016373 CYP1B1 1.39 3.69 1 0.0548 CYP1B1 NM_000104 KCNH2 iso a/b 1.38 3.23 1 0.0723 KCNH2 NM_000238 STC1 1.37 6.55 1 0.0105 STC1 NM_003155 ITGAV 1.37 9.37 1 0.0022 ITGAV NM_002210 VEGFC 1.37 3.62 1 0.0571 VEGFC NM_005429 G-Catenin 1.36 4.78 1 0.0287 JUP NM_002230 S100A1 1.34 4.12 1 0.0423 S100A1 NM_006271 GADD45B 1.34 9.63 1 0.0019 GADD45B NM_015675 NCAM1 1.33 3.00 1 0.0832 NCAM1 NM_000615 CALD1 1.33 6.05 1 0.0139 CALD1 NM_004342 FST 1.33 4.24 1 0.0396 FST NM_006350 INHBA 1.33 9.68 1 0.0019 INHBA NM_002192 BGN 1.33 7.27 1 0.0070 BGN NM_001711 Claudin 4 1.33 7.13 1 0.0076 CLDN4 NM_001305 CEBPB 1.33 2.96 1 0.0851 CEBPB NM_005194 LAMC2 1.32 8.62 1 0.0033 LAMC2 NM_005562 SPINT2 1.32 3.14 1 0.0762 SPINT2 NM_021102 AKT3 1.32 7.54 1 0.0060 AKT3 NM_005465 TIMP3 1.32 6.33 1 0.0119 TIMP3 NM_000362 MAPK14 1.31 2.75 1 0.0972 MAPK14 NM_139012 HB-EGF 1.31 4.74 1 0.0294 HBEGF NM_001945 DUSP1 1.30 11.34 1 0.0008 DUSP1 NM_004417 EFNA1 1.30 5.87 1 0.0154 EFNA1 NM_004428 PTK2 1.29 3.60 1 0.0576 PTK2 NM_005607 DLC1 1.29 5.19 1 0.0227 DLC1 NM_006094 EPAS1 1.28 3.30 1 0.0693 EPAS1 NM_001430 THBS1 1.28 7.51 1 0.0061 THBS1 NM_003246 TIMP2 1.28 4.20 1 0.0404 TIMP2 NM_003255 TGFBI 1.27 6.68 1 0.0098 TGFBI NM_000358 DKK1 1.27 3.05 1 0.0806 DKK1 NM_012242 SPARC 1.26 4.37 1 0.0366 SPARC NM_003118 PDGFC 1.26 6.74 1 0.0094 PDGFC NM_016205 RAB6C 1.26 3.27 1 0.0704 RAB6C NM_032144 LOXL2 1.26 4.48 1 0.0343 LOXL2 NM_002318 CD68 1.25 4.68 1 0.0305 CD68 NM_001251 LOX 1.25 7.16 1 0.0075 LOX NM_002317 CDC42BPA 1.25 3.35 1 0.0671 CDC42BPA NM_003607 TAGLN 1.25 4.83 1 0.0279 TAGLN NM_003186 CTHRC1 1.25 5.96 1 0.0146 CTHRC1 NM_138455 PDGFA 1.25 4.63 1 0.0314 NM_002607 TMEPAI 1.24 5.63 1 0.0176 TMEPAI NM_020182 RAB32 1.24 4.48 1 0.0343 RAB32 NM_006834 HSPA1A 1.24 8.19 1 0.0042 HSPA1A NM_005345 VIM 1.24 2.97 1 0.0848 VIM NM_003380 IGFBP5 1.23 3.69 1 0.0549 IGFBP5 NM_000599 EGR1 1.23 5.12 1 0.0236 EGR1 NM_001964 ANGPT2 1.23 2.96 1 0.0852 ANGPT2 NM_001147 NDRG1 1.22 2.91 1 0.0879 NDRG1 NM_006096 VEGF_altsplice1 1.22 4.08 1 0.0433 AF486837 SLPI 1.22 4.94 1 0.0262 SLPI NM_003064 FOS 1.22 5.67 1 0.0172 FOS NM_005252 VEGF 1.22 2.80 1 0.0942 VEGF NM_003376 ADAMTS12 1.22 4.40 1 0.0359 ADAMTS12 NM_030955 Maspin 1.22 7.60 1 0.0058 SERPINB5 NM_002639 CGB 1.22 3.25 1 0.0713 CGB NM_000737 CYR61 1.21 5.22 1 0.0224 CYR61 NM_001554 GJB2 1.21 3.77 1 0.0522 GJB2 NM_004004 IGFBP3 1.21 4.24 1 0.0396 IGFBP3 NM_000598 PRKCA 1.21 3.81 1 0.0508 PRKCA NM_002737 S100P 1.21 6.98 1 0.0082 S100P NM_005980 NRP2 1.21 3.25 1 0.0714 NRP2 NM_003872 EFNB2 1.21 3.00 1 0.0834 EFNB2 NM_004093 COL1A2 1.21 3.59 1 0.0581 COL1A2 NM_000089 VEGFB 1.20 2.80 1 0.0942 VEGFB NM_003377 HOXB7 1.20 4.37 1 0.0367 HOXB7 NM_004502 Grb10 1.20 3.91 1 0.0480 GRB10 NM_005311 FAP 1.20 4.12 1 0.0425 FAP NM_004460 GJA1 1.20 4.80 1 0.0285 GJA1 NM_000165 CTGF 1.19 3.38 1 0.0660 CTGF NM_001901 NR4A1 1.18 5.13 1 0.0235 NR4A1 NM_002135 COL1A1 1.18 2.77 1 0.0961 COL1A1 NM_000088 ABCC5 1.17 2.80 1 0.0945 ABCC5 NM_005688 EMP1 1.17 3.06 1 0.0804 EMP1 NM_001423 SFRP2 1.17 4.89 1 0.0270 SFRP2 NM_003013 SLC2A1 1.17 3.52 1 0.0606 SLC2A1 NM_006516 F3 1.17 3.10 1 0.0783 F3 NM_001993 S100A4 1.17 2.87 1 0.0900 S100A4 NM_002961 BRK 1.17 2.81 1 0.0935 PTK6 NM_005975 CRYAB 1.17 3.77 1 0.0523 CRYAB NM_001885 MDK 1.16 3.84 1 0.0500 MDK NM_002391 OPN, osteopontin 1.16 6.07 1 0.0138 SPP1 NM_000582 SFRP4 1.16 4.09 1 0.0432 SFRP4 NM_003014 SIAT4A 1.16 2.76 1 0.0969 ST3GAL1 NM_003033 LAMA3 1.16 3.23 1 0.0725 LAMA3 NM_000227 AKAP12 1.15 2.74 1 0.0976 AKAP12 NM_005100 KLK10 1.15 5.23 1 0.0221 KLK10 NM_002776 EGR3 1.14 3.16 1 0.0755 EGR3 NM_004430 PAI1 1.13 3.39 1 0.0655 SERPINE1 NM_000602 CEACAM6 1.13 2.98 1 0.0845 CEACAM6 NM_002483 KLK6 1.13 3.74 1 0.0532 KLK6 NM_002774 Nkd-1 1.11 3.34 1 0.0674 NKD1 NM_033119 IGFBP2 1.11 3.15 1 0.0758 IGFBP2 NM_000597 REG4 1.08 3.51 1 0.0610 REG4 NM_032044

Table 5.2B shows associations between gene expression and RFI, controlling for particular demographic and clinical characteristics of patients included in the analysis. All genes are listed whose expression correlates with RFI (p<0.1) and which demonstrated a Hazard Ratio<1 in a multivariate analysis including the following variables: tumor location, year of surgery, tumor grade, treatment protocol (C-01 or C-02), BCG treatment (yes or no), and classification of patients according to lymph node status as follows: 0 positive nodes and <12 nodes examined, 0 positive nodes and ≧12 nodes examined, 1-3 positive nodes, and ≧4 positive nodes.

Hazard LR Official Accession Gene Ratio Chi-Square DF P Value Symbol Number Fasl 0.43 5.57 1 0.0183 FASLG NM_000639 BFGF 0.57 4.68 1 0.0306 NUDT6 NM_007083 EstR1 0.57 3.22 1 0.0726 ESR1 NM_000125 IFIT1 0.60 4.30 1 0.0381 IFIT1 NM_001548 KLRK1 0.64 10.81 1 0.0010 KLRK1 NM_007360 E2F1 0.65 7.49 1 0.0062 E2F1 NM_005225 BRCA1 0.66 16.33 1 <.0001 BRCA1 NM_007295 RAD54L 0.67 6.36 1 0.0117 RAD54L NM_003579 ATP5A1 0.67 5.50 1 0.0190 ATP5A1 NM_004046 MCM3 0.68 2.84 1 0.0922 MCM3 NM_002388 DHFR 0.68 7.44 1 0.0064 DHFR NM_000791 HSPA8 0.68 2.96 1 0.0855 HSPA8 NM_006597 APG-1 0.71 5.86 1 0.0155 HSPA4L NM_014278 BRCA2 0.71 4.69 1 0.0304 BRCA2 NM_000059 TRAIL 0.71 7.27 1 0.0070 TNFSF10 NM_003810 SLC25A3 0.71 5.56 1 0.0184 SLC25A3 NM_213611 PPM1D 0.72 8.02 1 0.0046 PPM1D NM_003620 Chk1 0.73 6.61 1 0.0102 CHEK1 NM_001274 CD80 0.73 6.85 1 0.0089 CD80 NM_005191 MADH2 0.73 3.93 1 0.0476 SMAD2 NM_005901 KIF22 0.75 5.77 1 0.0163 KIF22 NM_007317 TNFRSF5 0.76 3.52 1 0.0607 CD40 NM_001250 C20 orf1 0.76 4.82 1 0.0281 TPX2 NM_012112 ENO1 0.76 2.88 1 0.0894 ENO1 NM_001428 PRKCB1 0.77 4.25 1 0.0393 PRKCB1 NM_002738 RAF1 0.77 4.17 1 0.0412 RAF1 NM_002880 RRM1 0.78 3.07 1 0.0799 RRM1 NM_001033 UBE2M 0.78 4.43 1 0.0352 UBE2M NM_003969 SKP2 0.79 3.42 1 0.0644 SKP2 NM_005983 DUT 0.79 4.38 1 0.0364 DUT NM_001948 EI24 0.80 2.85 1 0.0912 EI24 NM_004879 UMPS 0.80 4.96 1 0.0260 UMPS NM_000373 EFP 0.81 3.83 1 0.0502 TRIM25 NM_005082 HRAS 0.81 3.80 1 0.0513 HRAS NM_005343 CDC20 0.81 3.78 1 0.0519 CDC20 NM_001255 CSF1 0.82 2.86 1 0.0910 CSF1 NM_000757 CKS2 0.82 2.90 1 0.0886 CKS2 NM_001827 ABCB1 0.82 4.02 1 0.0450 ABCB1 NM_000927 CDC6 0.83 4.23 1 0.0397 CDC6 NM_001254 GBP1 0.83 4.34 1 0.0373 GBP1 NM_002053 SURV 0.83 2.91 1 0.0878 BIRC5 NM_001168 CCNE2 0.83 2.75 1 0.0975 CCNE2 NM_057749 RRM2 0.83 4.19 1 0.0407 RRM2 NM_001034 CMYC 0.84 3.34 1 0.0677 MYC NM_002467 TCF-1 0.84 3.96 1 0.0466 TCF1 NM_000545 c-myb (MYB official) 0.84 3.72 1 0.0538 MYB NM_005375 NOTCH1 0.85 3.39 1 0.0658 NOTCH1 NM_017617 MCM2 0.85 3.30 1 0.0693 MCM2 NM_004526 ING5 0.85 2.84 1 0.0922 ING5 NM_032329 AREG 0.88 3.72 1 0.0538 AREG NM_001657 HLA-DRB1 0.90 3.84 1 0.0500 HLA-DRB1 NM_002124

Table 6.2 shows associations between gene expression and clinical outcome based on a nonlinear proportional hazards analysis, using a 2 degree-of-freedom natural spline. All genes are listed which demonstrated a departure from a strictly linear relationship (p<0.05) with RFI in combined Stage II (Duke's B) and Stage III (Duke's C) patients. The relationship between gene expression and RFI was not constant throughout the observed range of expression values in the study, e.g. increases in gene expression may have been related to increases in duration of RFI in one portion of the observed range and with decreases in duration of RFI in a different portion of the range.

Official Accession Gene P Value Symbol Number PTHLH <.0001 PTHLH NM_002820 TGFBR1 0.0011 TGFBR1 NM_004612 CDCA7 v2 0.0020 CDCA7 NM_145810 S100A4 0.0034 S100A4 NM_002961 CREBBP 0.0040 CREBBP NM_004380 Upa 0.0040 PLAU NM_002658 KLF5 0.0048 KLF5 NM_001730 CYP2C8 0.0070 CYP2C8 NM_000770 HES6 0.0090 HES6 NM_018645 Cad17 0.0093 CDH17 NM_004063 CEGP1 0.0100 SCUBE2 NM_020974 GHI k-ras mut3 0.0100 GHI_k-ras_mut3 AKT1 0.0104 AKT1 NM_005163 LAMB3 0.0111 LAMB3 NM_000228 CAPG 0.0120 CAPG NM_001747 FUT6 0.0130 FUT6 NM_000150 A-Catenin 0.0141 CTNNA1 NM_001903 CAPN1 0.0167 CAPN1 NM_005186 HSPE1 0.0180 HSPE1 NM_002157 MADH4 0.0180 SMAD4 NM_005359 STMY3 0.0190 MMP11 NM_005940 TRAG3 0.0200 CSAG2 NM_004909 GBP1 0.0200 GBP1 NM_002053 EFNA1 0.0210 EFNA1 NM_004428 SEMA3B 0.0210 SEMA3B NM_004636 CLTC 0.0216 CLTC NM_004859 BRK 0.0240 PTK6 NM_005975 Fas 0.0240 FAS NM_000043 CCNE2 variant 1 0.0243 CCNE2 NM_057749 TMEPAI 0.0246 TMEPAI NM_020182 PTPRJ 0.0260 PTPRJ NM_002843 SKP2 0.0261 SKP2 NM_005983 AGXT 0.0273 AGXT NM_000030 MAP2 0.0320 MAP2 NM_031846 PFN2 0.0330 PFN2 NM_053024 ATP5E 0.0350 ATP5E NM_006886 NRP1 0.0352 NRP1 NM_003873 MYH11 0.0360 MYH11 NM_002474 cIAP2 0.0369 BIRC3 NM_001165 INHBA 0.0370 INHBA NM_002192 EGLN1 0.0371 EGLN1 NM_022051 GRIK1 0.0380 GRIK1 NM_000830 KDR 0.0380 KDR NM_002253 KLK6 0.0388 KLK6 NM_002774 APOC1 0.0390 APOC1 NM_001645 EP300 0.0390 EP300 NM_001429 DET1 0.0390 DET1 NM_017996 ITGB4 0.0394 ITGB4 NM_000213 CD3z 0.0400 CD3Z NM_000734 MAX 0.0400 MAX NM_002382 PAI1 0.0407 SERPINE1 NM_000602 MADH7 0.0430 SMAD7 NM_005904 SIR2 0.0440 SIRT1 NM_012238 NEDD8 0.0440 NEDD8 NM_006156 EPHB2 0.0445 EPHB2 NM_004442 BTF3 0.0460 BTF3 NM_001207 CD34 0.0470 CD34 NM_001773 VEGF_altsplice2 0.0480 AF214570 Wnt-5b 0.0480 WNT5B NM_032642 RXRA 0.0482 RXRA NM_002957 tusc4 0.0486 TUSC4 NM_006545

Table 7.2 shows all genes exhibiting an interaction (p-value<0.1) with tumor stage. The data were modeled using a proportional hazards model of RFI with gene expression, tumor stage, and their interaction as predictors. Patients who had 0 positive nodes but <12 nodes examined were excluded from these analyses.

HR P-Value for Official Accession Gene HR Stage II Stage III Interaction Symbol Number SOS1 3.35 0.81 0.0009 SOS1 NM_005633 ALCAM 2.36 0.94 0.0020 ALCAM NM_001627 pS2 1.58 1.04 0.0040 TFF1 NM_003225 TGFB2 1.83 0.95 0.0064 TGFB2 NM_003238 TFF3 1.57 0.90 0.0066 TFF3 NM_003226 KLF6 0.35 1.34 0.0092 KLF6 NM_001300 SNRPF 0.50 1.16 0.0106 SNRPF NM_003095 CENPA 2.41 0.94 0.0106 CENPA NM_001809 HES6 1.69 0.86 0.0119 HES6 NM_018645 CLDN1 0.51 0.95 0.0124 CLDN1 NM_021101 FGF2 0.19 0.97 0.0125 FGF2 NM_002006 LEF 1.94 0.94 0.0141 LEF1 NM_016269 MADH2 2.70 0.74 0.0145 SMAD2 NM_005901 TP53BP1 2.31 0.91 0.0153 TP53BP1 NM_005657 CCR7 1.89 0.98 0.0182 CCR7 NM_001838 MRP3 2.26 1.08 0.0204 ABCC3 NM_003786 UPP1 0.16 1.02 0.0208 UPP1 NM_003364 PTEN 3.46 1.00 0.0216 PTEN NM_000314 ST14 1.64 0.66 0.0223 ST14 NM_021978 FYN 2.28 1.10 0.0241 FYN NM_002037 CD24 1.33 0.84 0.0260 CD24 NM_013230 LMYC 1.80 0.82 0.0275 RLF NM_012421 CDC42BPA 2.82 1.12 0.0315 CDC42BPA NM_003607 CAV1 2.11 0.95 0.0364 CAV1 NM_001753 CHFR 1.81 0.99 0.0382 CHFR NM_018223 MGAT5 1.59 0.72 0.0383 MGAT5 NM_002410 FPGS 1.93 0.71 0.0402 FPGS NM_004957 EMR3 2.63 0.57 0.0488 EMR3 NM_032571 SIR2 2.17 1.07 0.0538 SIRT1 NM_012238 PTK2B 1.44 0.93 0.0542 PTK2B NM_004103 Axin 2 1.38 0.90 0.0549 AXIN2 NM_004655 TRAG3 0.46 1.12 0.0570 CSAG2 NM_004909 MMP7 0.78 1.28 0.0608 MMP7 NM_002423 PFN2 1.33 0.84 0.0610 PFN2 NM_053024 PTPRJ 2.05 1.00 0.0632 PTPRJ NM_002843 CXCR4 1.96 1.08 0.0644 CXCR4 NM_003467 CCNA2 1.55 0.79 0.0661 CCNA2 NM_001237 MMP12 0.74 1.11 0.0685 MMP12 NM_002426 KRT8 0.64 1.27 0.0694 KRT8 NM_002273 ABCC5 2.06 1.14 0.0704 ABCC5 NM_005688 PRDX6 2.09 0.74 0.0711 PRDX6 NM_004905 WIF 1.54 0.77 0.0738 WIF1 NM_007191 cdc25A 2.48 0.94 0.0769 CDC25A NM_001789 KLF5 1.87 1.03 0.0772 KLF5 NM_001730 LRP5 1.92 0.98 0.0783 LRP5 NM_002335 PTPD1 0.54 1.00 0.0789 PTPN21 NM_007039 RALBP1 2.20 0.91 0.0791 RALBP1 NM_006788 TP53BP2 1.82 1.05 0.0819 TP53BP2 NM_005426 STAT5B 1.57 0.86 0.0822 STAT5B NM_012448 PPARG 1.32 0.79 0.0844 PPARG NM_005037 HB-EGF 0.50 1.38 0.0845 HBEGF NM_001945 RARA 1.77 0.96 0.0848 RARA NM_000964 GCNT1 1.86 1.07 0.0883 GCNT1 NM_001490 Ki-67 1.53 0.86 0.0885 MKI67 NM_002417 EFNB2 1.76 1.05 0.0895 EFNB2 NM_004093 LGMN 0.59 1.37 0.0900 LGMN NM_001008530 DKK1 0.68 1.51 0.0922 DKK1 NM_012242 MADH4 2.04 0.98 0.0964 SMAD4 NM_005359 BIK 1.53 0.94 0.0966 BIK NM_001197 CD44v3 1.58 0.97 0.0996 AJ251595v3

TABLE A Sequence ID Gene Accession Reagent Sequence Number A-Catenin NM_001903.1 Forward Primer CGTTCCGATCCTCTATACTGCAT SEQ ID NO: 1 Probe ATGCCTACAGCACCCTGATGTCGCA SEQ ID NO: 2 Reverse Primer AGGTCCCTGTTGGCCTTATAGG SEQ ID NO: 3 ABCB1 NM_000927.2 Forward Primer AAACACCACTGGAGCATTGA SEQ ID NO: 4 Probe CTCGCCAATGATGCTGCTCAAGTT SEQ ID NO: 5 Reverse Primer CAAGCCTGGAACCTATAGCC SEQ ID NO: 6 ABCC5 NM_005688.1 Forward Primer TGCAGACTGTACCATGCTGA SEQ ID NO: 7 Probe CTGCACACGGTTCTAGGCTCCG SEQ ID NO: 8 Reverse Primer GGCCAGCACCATAATCCTAT SEQ ID NO: 9 ABCC6 NM_001171.2 Forward Primer GGATGAACCTCGACCTGC SEQ ID NO: 10 Probe CCAGATAGCCTCGTCCGAGTGCTC SEQ ID NO: 11 Reverse Primer GAGCTGCACCGTCTCCAG SEQ ID NO: 12 ACP1 NM_004300.2 Forward Primer GCTACCAAGTCCGTGCTGT SEQ ID NO: 13 Probe TGATCGACAAATGTTACCCAGACACACA SEQ ID NO: 14 Reverse Primer GAAAACTGCTTCTGCAATGG SEQ ID NO: 15 ADAM10 NM_001110.1 Forward Primer CCCATCAACTTGTGCCAGTA SEQ ID NO: 16 Probe TGCCTACTCCACTGCACAGACCCT SEQ ID NO: 17 Reverse Primer GGTGATGGTTCGACCACTG SEQ ID NO: 18 ADAM17 NM_003183.3 Forward Primer GAAGTGCCAGGAGGCGATTA SEQ ID NO: 19 Probe TGCTACTTGCAAAGGCGTGTCCTACTGC SEQ ID NO: 20 Reverse Primer CGGGCACTCACTGCTATTACC SEQ ID NO: 21 ADAMTS12 NM_030955.2 Forward Primer GGAGAAGGGTGGAGTGCAG SEQ ID NO: 22 Probe CGCACAGTCAGAATCCATCTGGGT SEQ ID NO: 23 Reverse Primer CAGGGTCAGGTCTCTGGATG SEQ ID NO: 24 ADPRT NM_001618.2 Forward Primer TTGACAACCTGCTGGACATC SEQ ID NO: 25 Probe CCCTGAGCAGACTGTAGGCCACCT SEQ ID NO: 26 Reverse Primer ATGGGATCCTTGCTGCTATC SEQ ID NO: 27 AGXT NM_000030.1 Forward Primer CTTTTCCCTCCAGTGGCA SEQ ID NO: 28 Probe CTCCTGGAAACAGTCCACTTGGGC SEQ ID NO: 29 Reverse Primer ATTTGGAAGGCACTGGGTTT SEQ ID NO: 30 AKAP12 NM_005100.2 Forward Primer TAGAGAGCCCCTGACAATCC SEQ ID NO: 31 Probe TGGCTCTAGCTCCTGATGAAGCCTC SEQ ID NO: 32 Reverse Primer GGTTGGTCTTGGAAAGAGGA SEQ ID NO: 33 AKT1 NM_005163.1 Forward Primer CGCTTCTATGGCGCTGAGAT SEQ ID NO: 34 Probe CAGCCCTGGACTACCTGCACTCGG SEQ ID NO: 35 Reverse Primer TCCCGGTACACCACGTTCTT SEQ ID NO: 36 AKT2 NM_001626.2 Forward Primer TCCTGCCACCCTTCAAACC SEQ ID NO: 37 Probe CAGGTCACGTCCGAGGTCGACACA SEQ ID NO: 38 Reverse Primer GGCGGTAAATTCATCATCGAA SEQ ID NO: 39 AKT3 NM_005465.1 Forward Primer TTGTCTCTGCCTTGGACTATCTACA SEQ ID NO: 40 Probe TCACGGTACACAATCTTTCCGGA SEQ ID NO: 41 Reverse Primer CCAGCATTAGATTCTCCAACTTGA SEQ ID NO: 42 AL137428 AL137428.1 Forward Primer CAAGAAGAGGCTCTACCCTGG SEQ ID NO: 43 Probe ACTGGGAATTTCCAAGGCCACCTT SEQ ID NO: 44 Reverse Primer AAATGAGCTCTGCGATCCTC SEQ ID NO: 45 ALCAM NM_001627.1 Forward Primer GAGGAATATGGAATCCAAGGG SEQ ID NO: 46 Probe CCAGTTCCTGCCGTCTGCTCTTCT SEQ ID NO: 47 Reverse Primer GTGGCGGAGATCAAGAGG SEQ ID NO: 48 ALDH1A1 NM_000689.1 Forward Primer GAAGGAGATAAGGAGGATGTTGACA SEQ ID NO: 49 Probe AGTGAAGGCCGCAAGACAGGCTTTTC SEQ ID NO: 50 Reverse Primer CGCCACGGAGATCCAATC SEQ ID NO: 51 ALDOA NM_000034.2 Forward Primer GCCTGTACGTGCCAGCTC SEQ ID NO: 52 Probe TGCCAGAGCCTCAACTGTCTCTGC SEQ ID NO: 53 Reverse Primer TCATCGGAGCTTGATCTCG SEQ ID NO: 54 AMFR NM_001144.2 Forward Primer GATGGTTCAGCTCTGCAAGGA SEQ ID NO: 55 Probe CGATTTGAATATCTTTCCTTCTCGCCCACC SEQ ID NO: 56 Reverse Primer TCGACCGTGGCTGCTCAT SEQ ID NO: 57 ANGPT2 NM_001147.1 Forward Primer CCGTGAAAGCTGCTCTGTAA SEQ ID NO: 58 Probe AAGCTGACACAGCCCTCCCAAGTG SEQ ID NO: 59 Reverse Primer TTGCAGTGGGAAGAACAGTC SEQ ID NO: 60 ANTXR1 NM_032208.1 Forward Primer CTCCAGGTGTACCTCCAACC SEQ ID NO: 61 Probe AGCCTTCTCCCACAGCTGCCTACA SEQ ID NO: 62 Reverse Primer GAGAAGGCTGGGAGACTCTG SEQ ID NO: 63 ANXA1 NM_000700.1 Forward Primer GCCCCTATCCTACCTTCAATCC SEQ ID NO: 64 Probe TCCTCGGATGTCGCTGCCT SEQ ID NO: 65 Reverse Primer CCTTTAACCATTATGGCCTTATGC SEQ ID NO: 66 ANXA2 NM_004039.1 Forward Primer CAAGACACTAAGGGCGACTACCA SEQ ID NO: 67 Probe CCACCACACAGGTACAGCAGCGCT SEQ ID NO: 68 Reverse Primer CGTGTCGGGCTTCAGTCAT SEQ ID NO: 69 ANXA5 NM_001154.2 Forward Primer GCTCAAGCCTGGAAGATGAC SEQ ID NO: 70 Probe AGTACCCTGAAGTGTCCCCCACCA SEQ ID NO: 71 Reverse Primer AGAACCACCAACATCCGCT SEQ ID NO: 72 AP-1 (JUN NM_002228.2 Forward Primer GACTGCAAAGATGGAAACGA SEQ ID NO: 73 official) Probe CTATGACGATGCCCTCAACGCCTC SEQ ID NO: 74 Reverse Primer TAGCCATAAGGTCCGCTCTC SEQ ID NO: 75 APC NM_000038.1 Forward Primer GGACAGCAGGAATGTGTTTC SEQ ID NO: 76 Probe CATTGGCTCCCCGTGACCTGTA SEQ ID NO: 77 Reverse Primer ACCCACTCGATTTGTTTCTG SEQ ID NO: 78 APEX-1 NM_001641.2 Forward Primer GATGAAGCCTTTCGCAAGTT SEQ ID NO: 79 Probe CTTTCGGGAAGCCAGGCCCTT SEQ ID NO: 80 Reverse Primer AGGTCTCCACACAGCACAAG SEQ ID NO: 81 APG-1 NM_014278.2 Forward Primer ACCCCGGCCTGTATATCAT SEQ ID NO: 82 Probe CCAATGGCTCGAGTTCTTGATCCC SEQ ID NO: 83 Reverse Primer CTATCTGGCTCTTTGCTGCAT SEQ ID NO: 84 APN (ANPEP NM_001150.1 Forward Primer CCACCTTGGACCAAAGTAAAGC SEQ ID NO: 85 official) Probe CTCCCCAACACGCTGAAACCCG SEQ ID NO: 86 Reverse Primer TCTCAGCGTCACCTGGTAGGA SEQ ID NO: 87 APOC1 NM_001645.3 Forward Primer GGAAACACACTGGAGGACAAG SEQ ID NO: 88 Probe TCATCAGCCGCATCAAACAGAGTG SEQ ID NO: 89 Reverse Primer CGCATCTTGGCAGAAAGTT SEQ ID NO: 90 AREG NM_001657.1 Forward Primer TGTGAGTGAAATGCCTTCTAGTAGTGA SEQ ID NO: 91 Probe CCGTCCTCGGGAGCCGACTATGA SEQ ID NO: 92 Reverse Primer TTGTGGTTCGTTATCATACTCTTCTGA SEQ ID NO: 93 ARG NM_005158.2 Forward Primer CGCAGTGCAGCTGAGTATCTG SEQ ID NO: 94 Probe TCGCACCAGGAAGCTGCCATTGA SEQ ID NO: 95 Reverse Primer TGCCCAGGGCTACTCTCACTT SEQ ID NO: 96 ARHF NM_019034.2 Forward Primer ACTGGCCCACTTAGTCCTCA SEQ ID NO: 97 Probe CTCCCAACCTGCTGTCCCTCAAG SEQ ID NO: 98 Reverse Primer CTGAACTCCACAGGCTGGTA SEQ ID NO: 99 ATOH1 NM_005172.1 Forward Primer GCAGCCACCTGCAACTTT SEQ ID NO: 100 Probe CAGGCGAGAGAGCATCCCGTCTAC SEQ ID NO: 101 Reverse Primer TCCAGGAGGGACAGCTCA SEQ ID NO: 102 ATP5A1 NM_004046.3 Forward Primer GATGCTGCCACTCAACAACT SEQ ID NO: 103 Probe AGTTAGACGCACGCCACGACTCAA SEQ ID NO: 104 Reverse Primer TGTCCTTGCTTCAGCAACTC SEQ ID NO: 105 ATP5E NM_006886.2 Forward Primer CCGCTTTCGCTACAGCAT SEQ ID NO: 106 Probe TCCAGCCTGTCTCCAGTAGGCCAC SEQ ID NO: 107 Reverse Primer TGGGAGTATCGGATGTAGCTG SEQ ID NO: 108 AURKB NM_004217.1 Forward Primer AGCTGCAGAAGAGCTGCACAT SEQ ID NO: 109 Probe TGACGAGCAGCGAACAGCCACG SEQ ID NO: 110 Reverse Primer GCATCTGCCAACTCCTCCAT SEQ ID NO: 111 Axin 2 NM_004655.2 Forward Primer GGCTATGTCTTTGCACCAGC SEQ ID NO: 112 Probe ACCAGCGCCAACGACAGTGAGATA SEQ ID NO: 113 Reverse Primer ATCCGTCAGCGCATCACT SEQ ID NO: 114 axin1 NM_003502.2 Forward Primer CCGTGTGACAGCATCGTT SEQ ID NO: 115 Probe CGTACTACTTCTGCGGGGAACCCA SEQ ID NO: 116 Reverse Primer CTCACCAGGGTGCGGTAG SEQ ID NO: 117 B-Catenin NM_001904.1 Forward Primer GGCTCTTGTGCGTACTGTCCTT SEQ ID NO: 118 Probe AGGCTCAGTGATGTCTTCCCTGTCACCAG SEQ ID NO: 119 Reverse Primer TCAGATGACGAAGAGCACAGATG SEQ ID NO: 120 BAD NM_032989.1 Forward Primer GGGTCAGGTGCCTCGAGAT SEQ ID NO: 121 Probe TGGGCCCAGAGCATGTTCCAGATC SEQ ID NO: 122 Reverse Primer CTGCTCACTCGGCTCAAACTC SEQ ID NO: 123 BAG1 NM_004323.2 Forward Primer CGTTGTCAGCACTTGGAATACAA SEQ ID NO: 124 Probe CCCAATTAACATGACCCGGCAACCAT SEQ ID NO: 125 Reverse Primer GTTCAACCTCTTCCTGTGGACTGT SEQ ID NO: 126 BAG2 NM_004282.2 Forward Primer CTAGGGGCAAAAAGCATGA SEQ ID NO: 127 Probe TTCCATGCCAGACAGGAAAAAGCA SEQ ID NO: 128 Reverse Primer CTAAATGCCCAAGGTGACTG SEQ ID NO: 129 BAG3 NM_004281.2 Forward Primer GAAAGTAAGCCAGGCCCAGTT SEQ ID NO: 130 Probe CAGAACTCCCTCCTGGACACATCCCAA SEQ ID NO: 131 Reverse Primer ACCTCTTTGCGGATCACTTGA SEQ ID NO: 132 Bak NM_001188.1 Forward Primer CCATTCCCACCATTCTACCT SEQ ID NO: 133 Probe ACACCCCAGACGTCCTGGCCT SEQ ID NO: 134 Reverse Primer GGGAACATAGACCCACCAAT SEQ ID NO: 135 Bax NM_004324.1 Forward Primer CCGCCGTGGACACAGACT SEQ ID NO: 136 Probe TGCCACTCGGAAAAAGACCTCTCGG SEQ ID NO: 137 Reverse Primer TTGCCGTCAGAAAACATGTCA SEQ ID NO: 138 BBC3 NM_014417.1 Forward Primer CCTGGAGGGTCCTGTACAAT SEQ ID NO: 139 Probe CATCATGGGACTCCTGCCCTTACC SEQ ID NO: 140 Reverse Primer CTAATTGGGCTCCATCTCG SEQ ID NO: 141 BCAS1 NM_003657.1 Forward Primer CCCCGAGACAACGGAGATAA SEQ ID NO: 142 Probe CTTTCCGTTGGCATCCGCAACAG SEQ ID NO: 143 Reverse Primer CTCGGGTTTGGCCTCTTTC SEQ ID NO: 144 Bcl2 NM_000633.1 Forward Primer CAGATGGACCTAGTACCCACTGAGA SEQ ID NO: 145 Probe TTCCACGCCGAAGGACAGCGAT SEQ ID NO: 146 Reverse Primer CCTATGATTTAAGGGCATTTTTCC SEQ ID NO: 147 BCL2L10 NM_020396.2 Forward Primer GCTGGGATGGCTTTTGTCA SEQ ID NO: 148 Probe TCTTCAGGACCCCCTTTCCACTGGC SEQ ID NO: 149 Reverse Primer GCCTGGACCAGCTGTTTTCTC SEQ ID NO: 150 BCL2L11 NM_138621.1 Forward Primer AATTACCAAGCAGCCGAAGA SEQ ID NO: 151 Probe CCACCCACGAATGGTTATCTTACGACTG SEQ ID NO: 152 Reverse Primer CAGGCGGACAATGTAACGTA SEQ ID NO: 153 BCL2L12 NM_138639.1 Forward Primer AACCCACCCCTGTCTTGG SEQ ID NO: 154 Probe TCCGGGTAGCTCTCAAACTCGAGG SEQ ID NO: 155 Reverse Primer CTCAGCTGACGGGAAAGG SEQ ID NO: 156 Bclx NM_001191.1 Forward Primer CTTTTGTGGAACTCTATGGGAACA SEQ ID NO: 157 Probe TTCGGCTCTCGGCTGCTGCA SEQ ID NO: 158 Reverse Primer CAGCGGTTGAAGCGTTCCT SEQ ID NO: 159 BCRP NM_004827.1 Forward Primer TGTACTGGCGAAGAATATTTGGTAAA SEQ ID NO: 160 Probe CAGGGCATCGATCTCTCACCCTGG SEQ ID NO: 161 Reverse Primer GCCACGTGATTCTTCCACAA SEQ ID NO: 162 BFGF NM_007083.1 Forward Primer CCAGGAAGAATGCTTAAGATGTGA SEQ ID NO: 163 Probe TTCGCCAGGTCATTGAGATCCATCCA SEQ ID NO: 164 Reverse Primer TGGTGATGGGAGTTGTATTTTCAG SEQ ID NO: 165 BGN NM_001711.3 Forward Primer GAGCTCCGCAAGGATGAC SEQ ID NO: 166 Probe CAAGGGTCTCCAGCACCTCTACGC SEQ ID NO: 167 Reverse Primer CTTGTTGTTCACCAGGACGA SEQ ID NO: 168 BID NM_001196.2 Forward Primer GGACTGTGAGGTCAACAACG SEQ ID NO: 169 Probe TGTGATGCACTCATCCCTGAGGCT SEQ ID NO: 170 Reverse Primer GGAAGCCAAACACCAGTAGG SEQ ID NO: 171 BIK NM_001197.3 Forward Primer ATTCCTATGGCTCTGCAATTGTC SEQ ID NO: 172 Probe CCGGTTAACTGTGGCCTGTGCCC SEQ ID NO: 173 Reverse Primer GGCAGGAGTGAATGGCTCTTC SEQ ID NO: 174 BIN1 NM_004305.1 Forward Primer CCTGCAAAAGGGAACAAGAG SEQ ID NO: 175 Probe CTTCGCCTCCAGATGGCTCCC SEQ ID NO: 176 Reverse Primer CGTGGTTGACTCTGATCTCG SEQ ID NO: 177 BLMH NM_000386.2 Forward Primer GGTTGCTGCCTCCATCAAAG SEQ ID NO: 178 Probe ACATCACAGCCAAACCACACAGCCTCT SEQ ID NO: 179 Reverse Primer CCAGCTTGCTATTGAAGTGTTTTC SEQ ID NO: 180 BMP2 NM_001200.1 Forward Primer ATGTGGACGCTCTTTCAATG SEQ ID NO: 181 Probe ACCGCAGTCCGTCTAAGAAGCACG SEQ ID NO: 182 Reverse Primer ACCATGGTCGACCTTTAGGA SEQ ID NO: 183 BMP4 NM_001202.2 Forward Primer GGGCTAGCCATTGAGGTG SEQ ID NO: 184 Probe CTCACCTCCATCAGACTCGGACCC SEQ ID NO: 185 Reverse Primer GCTAATCCTGACATGCTGGC SEQ ID NO: 186 BMP7 NM_001719.1 Forward Primer TCGTGGAACATGACAAGGAATT SEQ ID NO: 187 Probe TTCCACCCACGCTACCACCATCG SEQ ID NO: 188 Reverse Primer TGGAAAGATCAAACCGGAACTC SEQ ID NO: 189 BMPR1A NM_004329.2 Forward Primer TTGGTTCAGCGAACTATTGC SEQ ID NO: 190 Probe CAAACAGATTCAGATGGTCCGGCA SEQ ID NO: 191 Reverse Primer TCTCCATATCGGCCTTTACC SEQ ID NO: 192 BRAF NM_004333.1 Forward Primer CCTTCCGACCAGCAGATGAA SEQ ID NO: 193 Probe CAATTTGGGCAACGAGACCGATCCT SEQ ID NO: 194 Reverse Primer TTTATATGCACATTGGGAGCTGAT SEQ ID NO: 195 BRCA1 NM_007295.1 Forward Primer TCAGGGGGCTAGAAATCTGT SEQ ID NO: 196 Probe CTATGGGCCCTTCACCAACATGC SEQ ID NO: 197 Reverse Primer CCATTCCAGTTGATCTGTGG SEQ ID NO: 198 BRCA2 NM_000059.1 Forward Primer AGTTCGTGCTTTGCAAGATG SEQ ID NO: 199 Probe CATTCTTCACTGCTTCATAAAGCTCTGCA SEQ ID NO: 200 Reverse Primer AAGGTAAGCTGGGTCTGCTG SEQ ID NO: 201 BRK NM_005975.1 Forward Primer GTGCAGGAAAGGTTCACAAA SEQ ID NO: 202 Probe AGTGTCTGCGTCCAATACACGCGT SEQ ID NO: 203 Reverse Primer GCACACACGATGGAGTAAGG SEQ ID NO: 204 BTF3 NM_001207.2 Forward Primer CAGTGATCCACTTTAACAACCCTAAAG SEQ ID NO: 205 Probe TCAGGCATCTCTGGCAGCGAACAC SEQ ID NO: 206 Reverse Primer AGCATGGCCTGTAATGGTGAA SEQ ID NO: 207 BTRC NM_033637.2 Forward Primer GTTGGGACACAGTTGGTCTG SEQ ID NO: 208 Probe CAGTCGGCCCAGGACGGTCTACT SEQ ID NO: 209 Reverse Primer TGAAGCAGTCAGTTGTGCTG SEQ ID NO: 210 BUB1 NM_004336.1 Forward Primer CCGAGGTTAATCCAGCACGTA SEQ ID NO: 211 Probe TGCTGGGAGCCTACACTTGGCCC SEQ ID NO: 212 Reverse Primer AAGACATGGCGCTCTCAGTTC SEQ ID NO: 213 BUB1B NM_001211.3 Forward Primer TCAACAGAAGGCTGAACCACTAGA SEQ ID NO: 214 Probe TACAGTCCCAGCACCGACAATTCC SEQ ID NO: 215 Reverse Primer CAACAGAGTTTGCCGAGACACT SEQ ID NO: 216 BUB3 NM_004725.1 Forward Primer CTGAAGCAGATGGTTCATCATT SEQ ID NO: 217 Probe CCTCGCTTTGTTTAACAGCCCAGG SEQ ID NO: 218 Reverse Primer GCTGATTCCCAAGAGTCTAACC SEQ ID NO: 219 c-abl NM_005157.2 Forward Primer CCATCTCGCTGAGATACGAA SEQ ID NO: 220 Probe GGGAGGGTGTACCATTACAGGATCAACA SEQ ID NO: 221 Reverse Primer AGACGTAGAGCTTGCCATCA SEQ ID NO: 222 c-kit NM_000222.1 Forward Primer GAGGCAACTGCTTATGGCTTAATTA SEQ ID NO: 223 Probe TTACAGCGACAGTCATGGCCGCAT SEQ ID NO: 224 Reverse Primer GGCACTCGGCTTGAGCAT SEQ ID NO: 225 c-myb (MYB NM_005375.1 Forward Primer AACTCAGACTTGGAAATGCCTTCT SEQ ID NO: 226 official) Probe AACTTCCACCCCCCTCATTGGTCACA SEQ ID NO: 227 Reverse Primer CTGGTCTCTATGAAATGGTGTTGTAAC SEQ ID NO: 228 c-Src NM_005417.3 Forward Primer TGAGGAGTGGTATTTTGGCAAGA SEQ ID NO: 229 Probe AACCGCTCTGACTCCCGTCTGGTG SEQ ID NO: 230 Reverse Primer CTCTCGGGTTCTCTGCATTGA SEQ ID NO: 231 C20 orf1 NM_012112.2 Forward Primer TCAGCTGTGAGCTGCGGATA SEQ ID NO: 232 Probe CAGGTCCCATTGCCGGGCG SEQ ID NO: 233 Reverse Primer ACGGTCCTAGGTTTGAGGTTAAGA SEQ ID NO: 234 C20ORF126 NM_030815.2 Forward Primer CCAGCACTGCTCGTTACTGT SEQ ID NO: 235 Probe TGGGACCTCAGACCACTGAAGGC SEQ ID NO: 236 Reverse Primer TTGACTTCACGGCAGTTCATA SEQ ID NO: 237 C8orf4 NM_020130.2 Forward Primer CTACGAGTCAGCCCATCCAT SEQ ID NO: 238 Probe CATGGCTACCACTTCGACACAGCC SEQ ID NO: 239 Reverse Primer TGCCCACGGCTTTCTTAC SEQ ID NO: 240 CA9 NM_001216.1 Forward Primer ATCCTAGCCCTGGTTTTTGG SEQ ID NO: 241 Probe TTTGCTGTCACCAGCGTCGC SEQ ID NO: 242 Reverse Primer CTGCCTTCTCATCTGCACAA SEQ ID NO: 243 Cad17 NM_004063.2 Forward Primer GAAGGCCAAGAACCGAGTCA SEQ ID NO: 244 Probe TTATATTCCAGTTTAAGGCCAATCCTC SEQ ID NO: 245 Reverse Primer TCCCCAGTTAGTTCAAAAGTCACA SEQ ID NO: 246 CALD1 NM_004342.4 Forward Primer CACTAAGGTTTGAGACAGTTCCAGAA SEQ ID NO: 247 Probe AACCCAAGCTCAAGACGCAGGACGAG SEQ ID NO: 248 Reverse Primer GCGAATTAGCCCTCTACAACTGA SEQ ID NO: 249 CAPG NM_001747.1 Forward Primer GATTGTCACTGATGGGGAGG SEQ ID NO: 250 Probe AGGACCTGGATCATCTCAGCAGGC SEQ ID NO: 251 Reverse Primer CCTTCAGAGCAGGCTTGG SEQ ID NO: 252 CAPN1 NM_005186.2 Forward Primer CAAGAAGCTGTACGAGCTCATCA SEQ ID NO: 253 Probe CCGCTACTCGGAGCCCGACCTG SEQ ID NO: 254 Reverse Primer GCAGCAAACGAAATTGTCAAAG SEQ ID NO: 255 CASP8 NM_033357.1 Forward Primer CCTCGGGGATACTGTCTGAT SEQ ID NO: 256 Probe CAACAATCACAATTTTGCAAAAGCACG SEQ ID NO: 257 Reverse Primer GAAGTTTGGGCACTTTCTCC SEQ ID NO: 258 CASP9 NM_001229.2 Forward Primer TGAATGCCGTGGATTGCA SEQ ID NO: 259 Probe CACTAGCCCTGGACCAGCCACTGCT SEQ ID NO: 260 Reverse Primer ACAGGGATCATGGGACACAAG SEQ ID NO: 261 CAT NM_001752.1 Forward Primer ATCCATTCGATCTCACCAAGGT SEQ ID NO: 262 Probe TGGCCTCACAAGGACTACCCTCTCATCC SEQ ID NO: 263 Reverse Primer TCCGGTTTAAGACCAGTTTACCA SEQ ID NO: 264 CAV1 NM_001753.3 Forward Primer GTGGCTCAACATTGTGTTCC SEQ ID NO: 265 Probe ATTTCAGCTGATCAGTGGGCCTCC SEQ ID NO: 266 Reverse Primer CAATGGCCTCCATTTTACAG SEQ ID NO: 267 CBL NM_005188.1 Forward Primer TCATTCACAAACCTGGCAGT SEQ ID NO: 268 Probe TTCCGGCTGAGCTGTACTCGTCTG SEQ ID NO: 269 Reverse Primer CATACCCAATAGCCCACTGA SEQ ID NO: 270 CCL20 NM_004591.1 Forward Primer CCATGTGCTGTACCAAGAGTTTG SEQ ID NO: 271 Probe CAGCACTGACATCAAAGCAGCCAGGA SEQ ID NO: 272 Reverse Primer CGCCGCAGAGGTGGAGTA SEQ ID NO: 273 CCL3 NM_002983.1 Forward Primer AGCAGACAGTGGTCAGTCCTT SEQ ID NO: 274 Probe CTCTGCTGACACTCGAGCCCACAT SEQ ID NO: 275 Reverse Primer CTGCATGATTCTGAGCAGGT SEQ ID NO: 276 CCNA2 NM_001237.2 Forward Primer CCATACCTCAAGTATTTGCCATCAG SEQ ID NO: 277 Probe ATTGCTGGAGCTGCCTTTCATTTAGCACT SEQ ID NO: 278 Reverse Primer AGCTTTGTCCCGTGACTGTGTA SEQ ID NO: 279 CCNB1 NM_031966.1 Forward Primer TTCAGGTTGTTGCAGGAGAC SEQ ID NO: 280 Probe TGTCTCCATTATTGATCGGTTCATGCA SEQ ID NO: 281 Reverse Primer CATCTTCTTGGGCACACAAT SEQ ID NO: 282 CCNB2 NM_004701.2 Forward Primer AGGCTTCTGCAGGAGACTCTGT SEQ ID NO: 283 Probe TCGATCCATAATGCCAACGCACATG SEQ ID NO: 284 Reverse Primer GGGAAACTGGCTGAACCTGTAA SEQ ID NO: 285 CCND1 NM_001758.1 Forward Primer GCATGTTCGTGGCCTCTAAGA SEQ ID NO: 286 Probe AAGGAGACCATCCCCCTGACGGC SEQ ID NO: 287 Reverse Primer CGGTGTAGATGCACAGCTTCTC SEQ ID NO: 288 CCND3 NM_001760.2 Forward Primer CCTCTGTGCTACAGATTATACCTTTGC SEQ ID NO: 289 Probe TACCCGCCATCCATGATCGCCA SEQ ID NO: 290 Reverse Primer CACTGCAGCCCCAATGCT SEQ ID NO: 291 CCNE1 NM_001238.1 Forward Primer AAAGAAGATGATGACCGGGTTTAC SEQ ID NO: 292 Probe CAAACTCAACGTGCAAGCCTCGGA SEQ ID NO: 293 Reverse Primer GAGCCTCTGGATGGTGCAAT SEQ ID NO: 294 CCNE2 NM_057749.1 Forward Primer GGTCACCAAGAAACATCAGTATGAA SEQ ID NO: 295 Probe CCCAGATAATACAGGTGGCCAACAATTCCT SEQ ID NO: 296 Reverse Primer TTCAATGATAATGCAAGGACTGATC SEQ ID NO: 297 CCNE2 NM_057749var1 Forward Primer ATGCTGTGGCTCCTTCCTAACT SEQ ID NO: 298 variant 1 Probe TACCAAGCAACCTACATGTCAAGAAAGCCC SEQ ID NO: 299 Reverse Primer ACCCAAATTGTGATATACAAAAAGGTT SEQ ID NO: 300 CCR7 NM_001838.2 Forward Primer GGATGACATGCACTCAGCTC SEQ ID NO: 301 Probe CTCCCATCCCAGTGGAGCCAA SEQ ID NO: 302 Reverse Primer CCTGACATTTCCCTTGTCCT SEQ ID NO: 303 CD105 NM_000118.1 Forward Primer GCAGGTGTCAGCAAGTATGATCAG SEQ ID NO: 304 Probe CGACAGGATATTGACCACCGCCTCATT SEQ ID NO: 305 Reverse Primer TTTTTCCGCTGTGGTGATGA SEQ ID NO: 306 CD134 NM_003327.1 Forward Primer GCCCAGTGCGGAGAACAG SEQ ID NO: 307 (TNFRSF4 official) Probe CCAGCTTGATTCTCGTCTCTGCACTTAAGC SEQ ID NO: 308 Reverse Primer AATCACACGCACCTGGAGAAC SEQ ID NO: 309 CD18 NM_000211.1 Forward Primer CGTCAGGACCCACCATGTCT SEQ ID NO: 310 Probe CGCGGCCGAGACATGGCTTG SEQ ID NO: 311 Reverse Primer GGTTAATTGGTGACATCCTCAAGA SEQ ID NO: 312 CD24 NM_013230.1 Forward Primer TCCAACTAATGCCACCACCAA SEQ ID NO: 313 Probe CTGTTGACTGCAGGGCACCACCA SEQ ID NO: 314 Reverse Primer GAGAGAGTGAGACCACGAAGAGACT SEQ ID NO: 315 CD28 NM_006139.1 Forward Primer TGTGAAAGGGAAACACCTTTG SEQ ID NO: 316 Probe CCAAGTCCCCTATTTCCCGGACCT SEQ ID NO: 317 Reverse Primer AGCACCCAAAAGGGCTTAG SEQ ID NO: 318 CD31 NM_000442.1 Forward Primer TGTATTTCAAGACCTCTGTGCACTT SEQ ID NO: 319 Probe TTTATGAACCTGCCCTGCTCCCACA SEQ ID NO: 320 Reverse Primer TTAGCCTGAGGAATTGCTGTGTT SEQ ID NO: 321 CD34 NM_001773.1 Forward Primer CCACTGCACACACCTCAGA SEQ ID NO: 322 Probe CTGTTCTTGGGGCCCTACACCTTG SEQ ID NO: 323 Reverse Primer CAGGAGTTTACCTGCCCCT SEQ ID NO: 324 CD3z NM_000734.1 Forward Primer AGATGAAGTGGAAGGCGCTT SEQ ID NO: 325 Probe CACCGCGGCCATCCTGCA SEQ ID NO: 326 Reverse Primer TGCCTCTGTAATCGGCAACTG SEQ ID NO: 327 CD44E X55150 Forward Primer ATCACCGACAGCACAGACA SEQ ID NO: 328 Probe CCCTGCTACCAATATGGACTCCAGTCA SEQ ID NO: 329 Reverse Primer ACCTGTGTTTGGATTTGCAG SEQ ID NO: 330 CD44s M59040.1 Forward Primer GACGAAGACAGTCCCTGGAT SEQ ID NO: 331 Probe CACCGACAGCACAGACAGAATCCC SEQ ID NO: 332 Reverse Primer ACTGGGGTGGAATGTGTCTT SEQ ID NO: 333 CD44v3 AJ251595v3 Forward Primer CACACAAAACAGAACCAGGACT SEQ ID NO: 334 Probe ACCCAGTGGAACCCAAGCCATTC SEQ ID NO: 335 Reverse Primer CTGAAGTAGCACTTCCGGATT SEQ ID NO: 336 CD44v6 AJ251595v6 Forward Primer CTCATACCAGCCATCCAATG SEQ ID NO: 337 Probe CACCAAGCCCAGAGGACAGTTCCT SEQ ID NO: 338 Reverse Primer TTGGGTTGAAGAAATCAGTCC SEQ ID NO: 339 CD68 NM_001251.1 Forward Primer TGGTTCCCAGCCCTGTGT SEQ ID NO: 340 Probe CTCCAAGCCCAGATTCAGATTCGAGTCA SEQ ID NO: 341 Reverse Primer CTCCTCCACCCTGGGTTGT SEQ ID NO: 342 CD80 NM_005191.2 Forward Primer TTCAGTTGCTTTGCAGGAAG SEQ ID NO: 343 Probe TTCTGTGCCCACCATATTCCTCTAGACA SEQ ID NO: 344 Reverse Primer TTGATCAAGGTCACCAGAGC SEQ ID NO: 345 CD82 NM_002231.2 Forward Primer GTGCAGGCTCAGGTGAAGTG SEQ ID NO: 346 Probe TCAGCTTCTACAACTGGACAGACAACGCTG SEQ ID NO: 347 Reverse Primer GACCTCAGGGCGATTCATGA SEQ ID NO: 348 CD8A NM_171827.1 Forward Primer AGGGTGAGGTGCTTGAGTCT SEQ ID NO: 349 Probe CCAACGGCAAGGGAACAAGTACTTCT SEQ ID NO: 350 Reverse Primer GGGCACAGTATCCCAGGTA SEQ ID NO: 351 CD9 NM_001769.1 Forward Primer GGGCGTGGAACAGTTTATCT SEQ ID NO: 352 Probe AGACATCTGCCCCAAGAAGGACGT SEQ ID NO: 353 Reverse Primer CACGGTGAAGGTTTCGAGT SEQ ID NO: 354 CDC2 NM_001786.2 Forward Primer GAGAGCGACGCGGTTGTT SEQ ID NO: 355 Probe TAGCTGCCGCTGCGGCCG SEQ ID NO: 356 Reverse Primer GTATGGTAGATCCCGGCTTATTATTC SEQ ID NO: 357 CDC20 NM_001255.1 Forward Primer TGGATTGGAGTTCTGGGAATG SEQ ID NO: 358 Probe ACTGGCCGTGGCACTGGACAACA SEQ ID NO: 359 Reverse Primer GCTTGCACTCCACAGGTACACA SEQ ID NO: 360 cdc25A NM_001789.1 Forward Primer TCTTGCTGGCTACGCCTCTT SEQ ID NO: 361 Probe TGTCCCTGTTAGACGTCCTCCGTCCATA SEQ ID NO: 362 Reverse Primer CTGCATTGTGGCACAGTTCTG SEQ ID NO: 363 CDC25B NM_021874.1 Forward Primer AAACGAGCAGTTTGCCATCAG SEQ ID NO: 364 Probe CCTCACCGGCATAGACTGGAAGCG SEQ ID NO: 365 Reverse Primer GTTGGTGATGTTCCGAAGCA SEQ ID NO: 366 CDC25C NM_001790.2 Forward Primer GGTGAGCAGAAGTGGCCTAT SEQ ID NO: 367 Probe CTCCCCGTCGATGCCAGAGAACT SEQ ID NO: 368 Reverse Primer CTTCAGTCTTGGCCTGTTCA SEQ ID NO: 369 CDC4 NM_018315.2 Forward Primer GCAGTCCGCTGTGTTCAA SEQ ID NO: 370 Probe TGCTCCACTAACAACCCTCCTGCC SEQ ID NO: 371 Reverse Primer GGATCCCACACCTTTACCATAA SEQ ID NO: 372 CDC42 NM_001791.2 Forward Primer TCCAGAGACTGCTGAAAA SEQ ID NO: 373 Probe CCCGTGACCTGAAGGCTGTCAAG SEQ ID NO: 374 Reverse Primer TGTGTAAGTGCAGAACAC SEQ ID NO: 375 CDC42BPA NM_003607.2 Forward Primer GAGCTGAAAGACGCACACTG SEQ ID NO: 376 Probe AATTCCTGCATGGCCAGTTTCCTC SEQ ID NO: 377 Reverse Primer GCCGCTCATTGATCTCCA SEQ ID NO: 378 CDC6 NM_001254.2 Forward Primer GCAACACTCCCCATTTACCTC SEQ ID NO: 379 Probe TTGTTCTCCACCAAAGCAAGGCAA SEQ ID NO: 380 Reverse Primer TGAGGGGGACCATTCTCTTT SEQ ID NO: 381 CDCA7 v2 NM_145810.1 Forward Primer AAGACCGTGGATGGCTACAT SEQ ID NO: 382 Probe ATGAAGATGACCTGCCCAGAAGCC SEQ ID NO: 383 Reverse Primer AGGGTCACGGATGATCTGG SEQ ID NO: 384 CDH1 NM_004360.2 Forward Primer TGAGTGTCCCCCGGTATCTTC SEQ ID NO: 385 Probe TGCCAATCCCGATGAAATTGGAAATTT SEQ ID NO: 386 Reverse Primer CAGCCGCTTTCAGATTTTCAT SEQ ID NO: 387 CDH11 NM_001797.2 Forward Primer GTCGGCAGAAGCAGGACT SEQ ID NO: 388 Probe CCTTCTGCCCATAGTGATCAGCGA SEQ ID NO: 389 Reverse Primer CTACTCATGGGCGGGATG SEQ ID NO: 390 CDH3 NM_001793.3 Forward Primer ACCCATGTACCGTCCTCG SEQ ID NO: 391 Probe CCAACCCAGATGAAATCGGCAACT SEQ ID NO: 392 Reverse Primer CCGCCTTCAGGTTCTCAAT SEQ ID NO: 393 CDK2 NM_001798.2 Forward Primer AATGCTGCACTACGACCCTA SEQ ID NO: 394 Probe CCTTGGCCGAAATCCGCTTGT SEQ ID NO: 395 Reverse Primer TTGGTCACATCCTGGAAGAA SEQ ID NO: 396 CDX1 NM_001804.1 Forward Primer AGCAACACCAGCCTCCTG SEQ ID NO: 397 Probe CACCTCCTCTCCAATGCCTGTGAA SEQ ID NO: 398 Reverse Primer GGGCTATGGCAGAAACTCCT SEQ ID NO: 399 Cdx2 NM_001265.2 Forward Primer GGGCAGGCAAGGTTTACA SEQ ID NO: 400 Probe ATCTTAGCTGCCTTTGGCTTCCGC SEQ ID NO: 401 Reverse Primer GTCTTTGGTCAGTCCAGCTTTC SEQ ID NO: 402 CEACAM1 NM_001712.2 Forward Primer ACTTGCCTGTTCAGAGCACTCA SEQ ID NO: 403 Probe TCCTTCCCACCCCCAGTCCTGTC SEQ ID NO: 404 Reverse Primer TGGCAAATCCGAATTAGAGTGA SEQ ID NO: 405 CEACAM6 NM_002483.2 Forward Primer CACAGCCTCACTTCTAACCTTCTG SEQ ID NO: 406 Probe ACCCACCCACCACTGCCAAGCTC SEQ ID NO: 407 Reverse Primer TTGAATGGCGTGGATTCAATAG SEQ ID NO: 408 CEBPB NM_005194.2 Forward Primer GCAACCCACGTGTAACTGTC SEQ ID NO: 409 Probe CCGGGCCCTGAGTAATCGCTTAA SEQ ID NO: 410 Reverse Primer ACAAGCCCGTAGGAACATCT SEQ ID NO: 411 CEGP1 NM_020974.1 Forward Primer TGACAATCAGCACACCTGCAT SEQ ID NO: 412 Probe CAGGCCCTCTTCCGAGCGGT SEQ ID NO: 413 Reverse Primer TGTGACTACAGCCGTGATCCTTA SEQ ID NO: 414 CENPA NM_001809.2 Forward Primer TAAATTCACTCGTGGTGTGGA SEQ ID NO: 415 Probe CTTCAATTGGCAAGCCCAGGC SEQ ID NO: 416 Reverse Primer GCCTCTTGTAGGGCCAATAG SEQ ID NO: 417 CENPE NM_001813.1 Forward Primer GGATGCTGGTGACCTCTTCT SEQ ID NO: 418 Probe TCCCTCACGTTGCAACAGGAATTAA SEQ ID NO: 419 Reverse Primer GCCAAGGCACCAAGTAACTC SEQ ID NO: 420 CENPF NM_016343.2 Forward Primer CTCCCGTCAACAGCGTTC SEQ ID NO: 421 Probe ACACTGGACCAGGAGTGCATCCAG SEQ ID NO: 422 Reverse Primer GGGTGAGTCTGGCCTTCA SEQ ID NO: 423 CES2 NM_003869.4 Forward Primer ACTTTGCGAGAAATGGGAAC SEQ ID NO: 424 Probe AGTGTGGCAGACCCTCGCCATT SEQ ID NO: 425 Reverse Primer CAGGTATTGCTCCTCCTGGT SEQ ID NO: 426 CGA (CHGA NM_001275.2 Forward Primer CTGAAGGAGCTCCAAGACCT SEQ ID NO: 427 official) Probe TGCTGATGTGCCCTCTCCTTGG SEQ ID NO: 428 Reverse Primer CAAAACCGCTGTGTTTCTTC SEQ ID NO: 429 CGB NM_000737.2 Forward Primer CCACCATAGGCAGAGGCA SEQ ID NO: 430 Probe ACACCCTACTCCCTGTGCCTCCAG SEQ ID NO: 431 Reverse Primer AGTCGTCGAGTGCTAGGGAC SEQ ID NO: 432 CHAF1B NM_005441.1 Forward Primer GAGGCCAGTGGTGGAAACAG SEQ ID NO: 433 Probe AGCTGATGAGTCTGCCCTACCGCCTG SEQ ID NO: 434 Reverse Primer TCCGAGGCCACAGCAAAC SEQ ID NO: 435 CHD2 NM_001271.1 Forward Primer CTCTGTGCGAGGCTGTCA SEQ ID NO: 436 Probe ACCCATCTCGGGATCCCTGATACC SEQ ID NO: 437 Reverse Primer GGTAAGGACTGTGGGCTGG SEQ ID NO: 438 CHFR NM_018223.1 Forward Primer AAGGAAGTGGTCCCTCTGTG SEQ ID NO: 439 Probe TGAAGTCTCCAGCTTTGCCTCAGC SEQ ID NO: 440 Reverse Primer GACGCAGTCTTTCTGTCTGG SEQ ID NO: 441 Chk1 NM_001274.1 Forward Primer GATAAATTGGTACAAGGGATCAGCTT SEQ ID NO: 442 Probe CCAGCCCACATGTCCTGATCATATGC SEQ ID NO: 443 Reverse Primer GGGTGCCAAGTAACTGACTATTCA SEQ ID NO: 444 Chk2 NM_007194.1 Forward Primer ATGTGGAACCCCCACCTACTT SEQ ID NO: 445 Probe AGTCCCAACAGAAACAAGAACTTCAGGCG SEQ ID NO: 446 Reverse Primer CAGTCCACAGCACGGTTATACC SEQ ID NO: 447 CIAP1 NM_001166.2 Forward Primer TGCCTGTGGTGGGAAGCT SEQ ID NO: 448 Probe TGACATAGCATCATCCTTTGGTTCCCAGTT SEQ ID NO: 449 Reverse Primer GGAAAATGCCTCCGGTGTT SEQ ID NO: 450 cIAP2 NM_001165.2 Forward Primer GGATATTTCCGTGGCTCTTATTCA SEQ ID NO: 451 Probe TCTCCATCAAATCCTGTAAACTCCAGAGCA SEQ ID NO: 452 Reverse Primer CTTCTCATCAAGGCAGAAAAATCTT SEQ ID NO: 453 CKS1B NM_001826.1 Forward Primer GGTCCCTAAAACCCATCTGA SEQ ID NO: 454 Probe TGAACGCCAAGATTCCTCCATTCA SEQ ID NO: 455 Reverse Primer TAATGGACCCATCCCTGACT SEQ ID NO: 456 CKS2 NM_001827.1 Forward Primer GGCTGGACGTGGTTTTGTCT SEQ ID NO: 457 Probe CTGCGCCCGCTCTTCGCG SEQ ID NO: 458 Reverse Primer CGCTGCAGAAAATGAAACGA SEQ ID NO: 459 Claudin 4 NM_001305.2 Forward Primer GGCTGCTTTGCTGCAACTG SEQ ID NO: 460 Probe CGCACAGACAAGCCTTACTCCGCC SEQ ID NO: 461 Reverse Primer CAGAGCGGGCAGCAGAATA SEQ ID NO: 462 CLDN1 NM_021101.3 Forward Primer TCTGGGAGGTGCCCTACTT SEQ ID NO: 463 Probe TGTTCCTGTCCCCGAAAAACAACC SEQ ID NO: 464 Reverse Primer TGGATAGGGCCTTGGTGTT SEQ ID NO: 465 CLDN7 NM_001307.3 Forward Primer GGTCTGCCCTAGTCATCCTG SEQ ID NO: 466 Probe TGCACTGCTCTCCTGTTCCTGTCC SEQ ID NO: 467 Reverse Primer GTACCCAGCCTTGCTCTCAT SEQ ID NO: 468 CLIC1 NM_001288.3 Forward Primer CGGTACTTGAGCAATGCCTA SEQ ID NO: 469 Probe CGGGAAGAATTCGCTTCCACCTG SEQ ID NO: 470 Reverse Primer TCGATCTCCTCATCATCTGG SEQ ID NO: 471 CLTC NM_004859.1 Forward Primer ACCGTATGGACAGCCACAG SEQ ID NO: 472 Probe TCTCACATGCTGTACCCAAAGCCA SEQ ID NO: 473 Reverse Primer TGACTACAGGATCAGCGCTTC SEQ ID NO: 474 CLU NM_001831.1 Forward Primer CCCCAGGATACCTACCACTACCT SEQ ID NO: 475 Probe CCCTTCAGCCTGCCCCACCG SEQ ID NO: 476 Reverse Primer TGCGGGACTTGGGAAAGA SEQ ID NO: 477 cMet NM_000245.1 Forward Primer GACATTTCCAGTCCTGCAGTCA SEQ ID NO: 478 Probe TGCCTCTCTGCCCCACCCTTTGT SEQ ID NO: 479 Reverse Primer CTCCGATCGCACACATTTGT SEQ ID NO: 480 cMYC NM_002467.1 Forward Primer TCCCTCCACTCGGAAGGACTA SEQ ID NO: 481 Probe TCTGACACTGTCCAACTTGACCCTCTT SEQ ID NO: 482 Reverse Primer CGGTTGTTGCTGATCTGTCTCA SEQ ID NO: 483 CNN NM_001299.2 Forward Primer TCCACCCTCCTGGCTTTG SEQ ID NO: 484 Probe TCCTTTCGTCTTCGCCATGCTGG SEQ ID NO: 485 Reverse Primer TCACTCCCACGTTCACCTTGT SEQ ID NO: 486 COL1A1 NM_000088.2 Forward Primer GTGGCCATCCAGCTGACC SEQ ID NO: 487 Probe TCCTGCGCCTGATGTCCACCG SEQ ID NO: 488 Reverse Primer CAGTGGTAGGTGATGTTCTGGGA SEQ ID NO: 489 COL1A2 NM_000089.2 Forward Primer CAGCCAAGAACTGGTATAGGAGCT SEQ ID NO: 490 Probe TCTCCTAGCCAGACGTGTTTCTTGTCCTTG SEQ ID NO: 491 Reverse Primer AAACTGGCTGCCAGCATTG SEQ ID NO: 492 COPS3 NM_003653.2 Forward Primer ATGCCCAGTGTTCCTGACTT SEQ ID NO: 493 Probe CGAAACGCTATTCTCACAGGTTCAGC SEQ ID NO: 494 Reverse Primer CTCCCCATTACAAGTGCTGA SEQ ID NO: 495 COX2 NM_000963.1 Forward Primer TCTGCAGAGTTGGAAGCACTCTA SEQ ID NO: 496 Probe CAGGATACAGCTCCACAGCATCGATGTC SEQ ID NO: 497 Reverse Primer GCCGAGGCTTTTCTACCAGAA SEQ ID NO: 498 COX3 MITO_COX3 Forward Primer TCGAGTCTCCCTTCACCATT SEQ ID NO: 499 Probe CGACGGCATCTACGGCTCAACAT SEQ ID NO: 500 Reverse Primer GACGTGAAGTCCGTGGAAG SEQ ID NO: 501 CP NM_000096.1 Forward Primer CGTGAGTACACAGATGCCTCC SEQ ID NO: 502 Probe TCTTCAGGGCCTCTCTCCTTTCGA SEQ ID NO: 503 Reverse Primer CCAGGATGCCAAGATGCT SEQ ID NO: 504 CRBP NM_002899.2 Forward Primer TGGTCTGCAAGCAAGTATTCAAG SEQ ID NO: 505 Probe TCTGCTTGGGCCTCACTGCACCT SEQ ID NO: 506 Reverse Primer GCTGATTGGTTGGGACAAGGT SEQ ID NO: 507 CREBBP NM_004380.1 Forward Primer TGGGAAGCAGCTGTGTACCAT SEQ ID NO: 508 Probe CCTCGCGATGCTGCCTACTACAGCTATC SEQ ID NO: 509 Reverse Primer GAAACACTTCTCACAGAAATGATACCTATT SEQ ID NO: 510 CRIP2 NM_001312.1 Forward Primer GTGCTACGCCACCCTGTT SEQ ID NO: 511 Probe CCGATGTTCACGCCTTTGGGTC SEQ ID NO: 512 Reverse Primer CAGGGGCTTCTCGTAGATGT SEQ ID NO: 513 cripto NM_003212.1 Forward Primer GGGTCTGTGCCCCATGAC SEQ ID NO: 514 (TDGF1 official) Probe CCTGGCTGCCCAAGAAGTGTTCCCT SEQ ID NO: 515 Reverse Primer TGACCGTGCCAGCATTTACA SEQ ID NO: 516 CRK(a) NM_016823.2 Forward Primer CTCCCTAACCTCCAGAATGG SEQ ID NO: 517 Probe ACTCGCTTCTGGATAACCCTGGCA SEQ ID NO: 518 Reverse Primer TGTCTTGTCGTAGGCATTGG SEQ ID NO: 519 CRMP1 NM_001313.1 Forward Primer AAGGTTTTTGGATTGCAAGG SEQ ID NO: 520 Probe ACCGTCATACATGCCCCTGGAAAC SEQ ID NO: 521 Reverse Primer GGGTGTAGCTGGTACCTCGT SEQ ID NO: 522 CRYAB NM_001885.1 Forward Primer GATGTGATTGAGGTGCATGG SEQ ID NO: 523 Probe TGTTCATCCTGGCGCTCTTCATGT SEQ ID NO: 524 Reverse Primer GAACTCCCTGGAGATGAAACC SEQ ID NO: 525 CSEL1 NM_001316.2 Forward Primer TTACGCAGCTCATGCTCTTG SEQ ID NO: 526 Probe ACGGCTCTTTACTATGCGAGGGCC SEQ ID NO: 527 Reverse Primer GCAGCTGTAAAGAGAGTGGCAT SEQ ID NO: 528 CSF1 NM_000757.3 Forward Primer TGCAGCGGCTGATTGACA SEQ ID NO: 529 Probe TCAGATGGAGACCTCGTGCCAAATTACA SEQ ID NO: 530 Reverse Primer CAACTGTTCCTGGTCTACAAACTCA SEQ ID NO: 531 CSK (SRC) NM_004383.1 Forward Primer CCTGAACATGAAGGAGCTGA SEQ ID NO: 532 Probe TCCCGATGGTCTGCAGCAGCT SEQ ID NO: 533 Reverse Primer CATCACGTCTCCGAACTCC SEQ ID NO: 534 CTAG1B NM_001327.1 Forward Primer GCTCTCCATCAGCTCCTGTC SEQ ID NO: 535 Probe CCACATCAACAGGGAAAGCTGCTG SEQ ID NO: 536 Reverse Primer AACACGGGCAGAAAGCACT SEQ ID NO: 537 CTGF NM_001901.1 Forward Primer GAGTTCAAGTGCCCTGACG SEQ ID NO: 538 Probe AACATCATGTTCTTCTTCATGACCTCGC SEQ ID NO: 539 Reverse Primer AGTTGTAATGGCAGGCACAG SEQ ID NO: 540 CTHRC1 NM_138455.2 Forward Primer GCTCACTTCGGCTAAAATGC SEQ ID NO: 541 Probe ACCAACGCTGACAGCATGCATTTC SEQ ID NO: 542 Reverse Primer TCAGCTCCATTGAATGTGAAA SEQ ID NO: 543 CTLA4 NM_005214.2 Forward Primer CACTGAGGTCCGGGTGACA SEQ ID NO: 544 Probe CACCTGGCTGTCAGCCTGCCG SEQ ID NO: 545 Reverse Primer GTAGGTTGCCGCACAGACTTC SEQ ID NO: 546 CTNNBIP1 NM_020248.2 Forward Primer GTTTTCCAGGTCGGAGACG SEQ ID NO: 547 Probe CTTTGCAGCTACTGCCTCCGGTCT SEQ ID NO: 548 Reverse Primer AGCATCCAGGGTGTTCCA SEQ ID NO: 549 CTSB NM_001908.1 Forward Primer GGCCGAGATCTACAAAAACG SEQ ID NO: 550 Probe CCCCGTGGAGGGAGCTTTCTC SEQ ID NO: 551 Reverse Primer GCAGGAAGTCCGAATACACA SEQ ID NO: 552 CTSD NM_001909.1 Forward Primer GTACATGATCCCCTGTGAGAAGGT SEQ ID NO: 553 Probe ACCCTGCCCGCGATCACACTGA SEQ ID NO: 554 Reverse Primer GGGACAGCTTGTAGCCTTTGC SEQ ID NO: 555 CTSH NM_004390.1 Forward Primer GCAAGTTCCAACCTGGAAAG SEQ ID NO: 556 Probe TGGCTACATCCTTGACAAAGCCGA SEQ ID NO: 557 Reverse Primer CATCGCTTCCTCGTCATAGA SEQ ID NO: 558 CTSL NM_001912.1 Forward Primer GGGAGGCTTATCTCACTGAGTGA SEQ ID NO: 559 Probe TTGAGGCCCAGAGCAGTCTACCAGATTCT SEQ ID NO: 560 Reverse Primer CCATTGCAGCCTTCATTGC SEQ ID NO: 561 CTSL2 NM_001333.2 Forward Primer TGTCTCACTGAGCGAGCAGAA SEQ ID NO: 562 Probe CTTGAGGACGCGAACAGTCCACCA SEQ ID NO: 563 Reverse Primer ACCATTGCAGCCCTGATTG SEQ ID NO: 564 CUL1 NM_003592.2 Forward Primer ATGCCCTGGTAATGTCTGCAT SEQ ID NO: 565 Probe CAGCCACAAAGCCAGCGTCATTGT SEQ ID NO: 566 Reverse Primer GCGACCACAAGCCTTATCAAG SEQ ID NO: 567 CUL4A NM_003589.1 Forward Primer AAGCATCTTCCTGTTCTTGGA SEQ ID NO: 568 Probe TATGTGCTGCAGAACTCCACGCTG SEQ ID NO: 569 Reverse Primer AATCCCATATCCCAGATGGA SEQ ID NO: 570 CXCL12 NM_000609.3 Forward Primer GAGCTACAGATGCCCATGC SEQ ID NO: 571 Probe TTCTTCGAAAGCCATGTTGCCAGA SEQ ID NO: 572 Reverse Primer TTTGAGATGCTTGACGTTGG SEQ ID NO: 573 CXCR4 NM_003467.1 Forward Primer TGACCGCTTCTACCCCAATG SEQ ID NO: 574 Probe CTGAAACTGGAACACAACCACCCACAAG SEQ ID NO: 575 Reverse Primer AGGATAAGGCCAACCATGATGT SEQ ID NO: 576 CYBA NM_000101.1 Forward Primer GGTGCCTACTCCATTGTGG SEQ ID NO: 577 Probe TACTCCAGCAGGCACACAAACACG SEQ ID NO: 578 Reverse Primer GTGGAGCCCTTCTTCCTCTT SEQ ID NO: 579 CYP1B1 NM_000104.2 Forward Primer CCAGCTTTGTGCCTGTCACTAT SEQ ID NO: 580 Probe CTCATGCCACCACTGCCAACACCTC SEQ ID NO: 581 Reverse Primer GGGAATGTGGTAGCCCAAGA SEQ ID NO: 582 CYP2C8 NM_000770.2 Forward Primer CCGTGTTCAAGAGGAAGCTC SEQ ID NO: 583 Probe TTTTCTCAACTCCTCCACAAGGCA SEQ ID NO: 584 Reverse Primer AGTGGGATCACAGGGTGAAG SEQ ID NO: 585 CYP3A4 NM_017460.3 Forward Primer AGAACAAGGACAACATAGATCCTTACATAT SEQ ID NO: 586 Probe CACACCCTTTGGAAGTGGACCCAGAA SEQ ID NO: 587 Reverse Primer GCAAACCTCATGCCAATGC SEQ ID NO: 588 CYR61 NM_001554.3 Forward Primer TGCTCATTCTTGAGGAGCAT SEQ ID NO: 589 Probe CAGCACCCTTGGCAGTTTCGAAAT SEQ ID NO: 590 Reverse Primer GTGGCTGCATTAGTGTCCAT SEQ ID NO: 591 DAPK1 NM_004938.1 Forward Primer CGCTGACATCATGAATGTTCCT SEQ ID NO: 592 Probe TCATATCCAAACTCGCCTCCAGCCG SEQ ID NO: 593 Reverse Primer TCTCTTTCAGCAACGATGTGTCTT SEQ ID NO: 594 DCC NM_005215.1 Forward Primer AAATGTCCTCCTCGACTGCT SEQ ID NO: 595 Probe ATCACTGGAACTCCTCGGTCGGAC SEQ ID NO: 596 Reverse Primer TGAATGCCATCTTTCTTCCA SEQ ID NO: 597 DCC_exons18-23 X76132_18-23 Forward Primer GGTCACCGTTGGTGTCATCA SEQ ID NO: 598 Probe CAGCCACGATGACCACTACCAGCACT SEQ ID NO: 599 Reverse Primer GAGCGTCGGGTGCAAATC SEQ ID NO: 600 DCC_exons6-7 X76132_6-7 Forward Primer ATGGAGATGTGGTCATTCCTAGTG SEQ ID NO: 601 Probe TGCTTCCTCCCACTATCTGAAAATAA SEQ ID NO: 602 Reverse Primer CACCACCCCAAGTATCCGTAAG SEQ ID NO: 603 DCK NM_000788.1 Forward Primer GCCGCCACAAGACTAAGGAAT SEQ ID NO: 604 Probe AGCTGCCCGTCTTTCTCAGCCAGC SEQ ID NO: 605 Reverse Primer CGATGTTCCCTTCGATGGAG SEQ ID NO: 606 DDB1 NM_001923.2 Forward Primer TGCGGATCATCCGGAATG SEQ ID NO: 607 Probe AATTGGAATCCACGAGCATGCCAGC SEQ ID NO: 608 Reverse Primer TCCTTTGATGCCTGGTAAGTCA SEQ ID NO: 609 DET1 NM_017996.2 Forward Primer CTTGTGGAGATCACCCAATCAG SEQ ID NO: 610 Probe CTATGCCCGGGACTCGGGCCT SEQ ID NO: 611 Reverse Primer CCCGCCTGGATCTCAAACT SEQ ID NO: 612 DHFR NM_000791.2 Forward Primer TTGCTATAACTAAGTGCTTCTCCAAGA SEQ ID NO: 613 Probe CCCAACTGAGTCCCCAGCACCT SEQ ID NO: 614 Reverse Primer GTGGAATGGCAGCTCACTGTAG SEQ ID NO: 615 DHPS NM_013407.1 Forward Primer GGGAGAACGGGATCAATAGGAT SEQ ID NO: 616 Probe CTCATTGGGCACCAGCAGGTTTCC SEQ ID NO: 617 Reverse Primer GCATCAGCCAGTCCTCAAACT SEQ ID NO: 618 DIABLO NM_019887.1 Forward Primer CACAATGGCGGCTCTGAAG SEQ ID NO: 619 Probe AAGTTACGCTGCGCGACAGCCAA SEQ ID NO: 620 Reverse Primer ACACAAACACTGTCTGTACCTGAAGA SEQ ID NO: 621 DIAPH1 NM_005219.2 Forward Primer CAAGCAGTCAAGGAGAACCA SEQ ID NO: 622 Probe TTCTTCTGTCTCCCGCCGCTTC SEQ ID NO: 623 Reverse Primer AGTTTTGCTCGCCTCATCTT SEQ ID NO: 624 DICER1 NM_177438.1 Forward Primer TCCAATTCCAGCATCACTGT SEQ ID NO: 625 Probe AGAAAAGCTGTTTGTCTCCCCAGCA SEQ ID NO: 626 Reverse Primer GGCAGTGAAGGCGATAAAGT SEQ ID NO: 627 DKK1 NM_012242.1 Forward Primer TGACAACTACCAGCCGTACC SEQ ID NO: 628 Probe AGTGCCGCACTCCTCGTCCTCT SEQ ID NO: 629 Reverse Primer GGGACTAGCGCAGTACTCATC SEQ ID NO: 630 DLC1 NM_006094.3 Forward Primer GATTCAGACGAGGATGAGCC SEQ ID NO: 631 Probe AAAGTCCATTTGCCACTGATGGCA SEQ ID NO: 632 Reverse Primer CACCTCTTGCTGTCCCTTTG SEQ ID NO: 633 DPYD NM_000110.2 Forward Primer AGGACGCAAGGAGGGTTTG SEQ ID NO: 634 Probe CAGTGCCTACAGTCTCGAGTCTGCCAGTG SEQ ID NO: 635 Reverse Primer GATGTCCGCCGAGTCCTTACT SEQ ID NO: 636 DR4 NM_003844.1 Forward Primer TGCACAGAGGGTGTGGGTTAC SEQ ID NO: 637 Probe CAATGCTTCCAACAATTTGTTTGCTTGCC SEQ ID NO: 638 Reverse Primer TCTTCATCTGATTTACAAGCTGTACATG SEQ ID NO: 639 DR5 NM_003842.2 Forward Primer CTCTGAGACAGTGCTTCGATGACT SEQ ID NO: 640 Probe CAGACTTGGTGCCCTTTGACTCC SEQ ID NO: 641 Reverse Primer CCATGAGGCCCAACTTCCT SEQ ID NO: 642 DRG1 NM_004147.3 Forward Primer CCTGGATCTCCCAGGTATCA SEQ ID NO: 643 Probe ACCTTTCCCATCCTTGGCACCTTC SEQ ID NO: 644 Reverse Primer TGCAATGACTTGACGACCTC SEQ ID NO: 645 DSP NM_004415.1 Forward Primer TGGCACTACTGCATGATTGACA SEQ ID NO: 646 Probe CAGGGCCATGACAATCGCCAA SEQ ID NO: 647 Reverse Primer CCTGCCGCATTGTTTTCAG SEQ ID NO: 648 DTYMK NM_012145.1 Forward Primer AAATCGCTGGGAACAAGTG SEQ ID NO: 649 Probe CGCCCTGGCTCAACTTTTCCTTAA SEQ ID NO: 650 Reverse Primer AATGCGTATCTGTCCACGAC SEQ ID NO: 651 DUSP1 NM_004417.2 Forward Primer AGACATCAGCTCCTGGTTCA SEQ ID NO: 652 Probe CGAGGCCATTGACTTCATAGACTCCA SEQ ID NO: 653 Reverse Primer GACAAACACCCTTCCTCCAG SEQ ID NO: 654 DUSP2 NM_004418.2 Forward Primer TATCCCTGTGGAGGACAACC SEQ ID NO: 655 Probe CCTCCTGGAACCAGGCACTGATCT SEQ ID NO: 656 Reverse Primer CACCCAGTCAATGAAGCCTA SEQ ID NO: 657 DUT NM_001948.2 Forward Primer ACACATGGAGTGCTTCTGGA SEQ ID NO: 658 Probe ATCAGCCCACTTGACCACCCAGTT SEQ ID NO: 659 Reverse Primer CTCTTGCCTGTGCTTCCAC SEQ ID NO: 660 DYRK1B NM_004714.1 Forward Primer AGCATGACACGGAGATGAAG SEQ ID NO: 661 Probe CACCTGAAGCGGCACTTCATGTTC SEQ ID NO: 662 Reverse Primer AATACCAGGCACAGGTGGTT SEQ ID NO: 663 E2F1 NM_005225.1 Forward Primer ACTCCCTCTACCCTTGAGCA SEQ ID NO: 664 Probe CAGAAGAACAGCTCAGGGACCCCT SEQ ID NO: 665 Reverse Primer CAGGCCTCAGTTCCTTCAGT SEQ ID NO: 666 EDN1 NM_001955.1 Forward Primer TGCCACCTGGACATCATTTG SEQ ID NO: 667 endothelin Probe CACTCCCGAGCACGTTGTTCCGT SEQ ID NO: 668 Reverse Primer TGGACCTAGGGCTTCCAAGTC SEQ ID NO: 669 EFNA1 NM_004428.2 Forward Primer TACATCTCCAAACCCATCCA SEQ ID NO: 670 Probe CAACCTCAAGCAGCGGTCTTCATG SEQ ID NO: 671 Reverse Primer TTGCCACTGACAGTCACCTT SEQ ID NO: 672 EFNA3 NM_004952.3 Forward Primer ACTACATCTCCACGCCCACT SEQ ID NO: 673 Probe CCTCAGACACTTCCAGTGCAGGTTG SEQ ID NO: 674 Reverse Primer CAGCAGACGAACACCTTCAT SEQ ID NO: 675 EFNB1 NM_004429.3 Forward Primer GGAGCCCGTATCCTGGAG SEQ ID NO: 676 Probe CCCTCAACCCCAAGTTCCTGAGTG SEQ ID NO: 677 Reverse Primer GGATAGATCACCAAGCCCTTC SEQ ID NO: 678 EFNB2 NM_004093.2 Forward Primer TGACATTATCATCCCGCTAAGGA SEQ ID NO: 679 Probe CGGACAGCGTCTTCTGCCCTCACT SEQ ID NO: 680 Reverse Primer GTAGTCCCCGCTGACCTTCTC SEQ ID NO: 681 EFP NM_005082.2 Forward Primer TTGAACAGAGCCTGACCAAG SEQ ID NO: 682 Probe TGATGCTTTCTCCAGAAACTCGAACTCA SEQ ID NO: 683 Reverse Primer TGTTGAGATTCCTCGCAGTT SEQ ID NO: 684 EGFR NM_005228.1 Forward Primer TGTCGATGGACTTCCAGAAC SEQ ID NO: 685 Probe CACCTGGGCAGCTGCCAA SEQ ID NO: 686 Reverse Primer ATTGGGACAGCTTGGATCA SEQ ID NO: 687 EGLN1 NM_022051.1 Forward Primer TCAATGGCCGGACGAAAG SEQ ID NO: 688 Probe CATTGCCCGGATAACAAGCAACCATG SEQ ID NO: 689 Reverse Primer TTTGGATTATCAACATGACGTACATAAC SEQ ID NO: 690 EGLN3 NM_022073.2 Forward Primer GCTGGTCCTCTACTGCGG SEQ ID NO: 691 Probe CCGGCTGGGCAAATACTACGTCAA SEQ ID NO: 692 Reverse Primer CCACCATTGCCTTAGACCTC SEQ ID NO: 693 EGR1 NM_001964.2 Forward Primer GTCCCCGCTGCAGATCTCT SEQ ID NO: 694 Probe CGGATCCTTTCCTCACTCGCCCA SEQ ID NO: 695 Reverse Primer CTCCAGCTTAGGGTAGTTGTCCAT SEQ ID NO: 696 EGR3 NM_004430.2 Forward Primer CCATGTGGATGAATGAGGTG SEQ ID NO: 697 Probe ACCCAGTCTCACCTTCTCCCCACC SEQ ID NO: 698 Reverse Primer TGCCTGAGAAGAGGTGAGGT SEQ ID NO: 699 EI24 NM_004879.2 Forward Primer AAAGTGGTGAATGCCATTTG SEQ ID NO: 700 Probe CCTCAAATGCCAGGTCAGCTATATCCTG SEQ ID NO: 701 Reverse Primer GTGAGGCTTCCTCCCTGATA SEQ ID NO: 702 EIF4E NM_001968.1 Forward Primer GATCTAAGATGGCGACTGTCGAA SEQ ID NO: 703 Probe ACCACCCCTACTCCTAATCCCCCGACT SEQ ID NO: 704 Reverse Primer TTAGATTCCGTTTTCTCCTCTTCTG SEQ ID NO: 705 EIF4EL3 NM_004846.1 Forward Primer AAGCCGCGGTTGAATGTG SEQ ID NO: 706 Probe TGACCCTCTCCCTCTCTGGATGGCA SEQ ID NO: 707 Reverse Primer TGACGCCAGCTTCAATGATG SEQ ID NO: 708 ELAVL1 NM_001419.2 Forward Primer GACAGGAGGCCTCTATCCTG SEQ ID NO: 709 Probe CACCCCACCCTCCACCTCAATC SEQ ID NO: 710 Reverse Primer GTGAGGTAGGTCTGGGGAAG SEQ ID NO: 711 EMP1 NM_001423.1 Forward Primer GCTAGTACTTTGATGCTCCCTTGAT SEQ ID NO: 712 Probe CCAGAGAGCCTCCCTGCAGCCA SEQ ID NO: 713 Reverse Primer GAACAGCTGGAGGCCAAGTC SEQ ID NO: 714 EMR3 NM_032571.2 Forward Primer TGGCCTACCTCTTCACCATC SEQ ID NO: 715 Probe TCAACAGCCTCCAAGGCTTCTTCA SEQ ID NO: 716 Reverse Primer TGAGGAGGCAGTAGACCAAGA SEQ ID NO: 717 EMS1 NM_005231.2 Forward Primer GGCAGTGTCACTGAGTCCTTGA SEQ ID NO: 718 Probe ATCCTCCCCTGCCCCGCG SEQ ID NO: 719 Reverse Primer TGCACTGTGCGTCCCAAT SEQ ID NO: 720 ENO1 NM_001428.2 Forward Primer CAAGGCCGTGAACGAGAAGT SEQ ID NO: 721 Probe CTGCAACTGCCTCCTGCTCAAAGTCA SEQ ID NO: 722 Reverse Primer CGGTCACGGAGCCAATCT SEQ ID NO: 723 EP300 NM_001429.1 Forward Primer AGCCCCAGCAACTACAGTCT SEQ ID NO: 724 Probe CACTGACATCATGGCTGGCCTTG SEQ ID NO: 725 Reverse Primer TGTTCAAAGGTTGACCATGC SEQ ID NO: 726 EPAS1 NM_001430.3 Forward Primer AAGCCTTGGAGGGTTTCATTG SEQ ID NO: 727 Probe TGTCGCCATCTTGGGTCACCACG SEQ ID NO: 728 Reverse Primer TGCTGATGTTTTCTGACAGAAAGAT SEQ ID NO: 729 EpCAM NM_002354.1 Forward Primer GGGCCCTCCAGAACAATGAT SEQ ID NO: 730 Probe CCGCTCTCATCGCAGTCAGGATCAT SEQ ID NO: 731 Reverse Primer TGCACTGCTTGGCCTTAAAGA SEQ ID NO: 732 EPHA2 NM_004431.2 Forward Primer CGCCTGTTCACCAAGATTGAC SEQ ID NO: 733 Probe TGCGCCCGATGAGATCACCG SEQ ID NO: 734 Reverse Primer GTGGCGTGCCTCGAAGTC SEQ ID NO: 735 EPHB2 NM_004442.4 Forward Primer CAACCAGGCAGCTCCATC SEQ ID NO: 736 Probe CACCTGATGCATGATGGACACTGC SEQ ID NO: 737 Reverse Primer GTAATGCTGTCCACGGTGC SEQ ID NO: 738 EPHB4 NM_004444.3 Forward Primer TGAACGGGGTATCCTCCTTA SEQ ID NO: 739 Probe CGTCCCATTTGAGCCTGTCAATGT SEQ ID NO: 740 Reverse Primer AGGTACCTCTCGGTCAGTGG SEQ ID NO: 741 EphB6 NM_004445.1 Forward Primer ACTGGTCCTCCATCGGCT SEQ ID NO: 742 Probe CCTTGCACCTCAAACCAAAGCTCC SEQ ID NO: 743 Reverse Primer CCAGTGTAGCATGAGTGCTGA SEQ ID NO: 744 EPM2A NM_005670.2 Forward Primer ACTGTGGCACTTAGGGGAGA SEQ ID NO: 745 Probe CTGCCTCTGCCCAAAGCAAATGTC SEQ ID NO: 746 Reverse Primer AGTGGAAATGTGTCCTGGCT SEQ ID NO: 747 ErbB3 NM_001982.1 Forward Primer CGGTTATGTCATGCCAGATACAC SEQ ID NO: 748 Probe CCTCAAAGGTACTCCCTCCTCCCGG SEQ ID NO: 749 Reverse Primer GAACTGAGACCCACTGAAGAAAGG SEQ ID NO: 750 ERCC1 NM_001983.1 Forward Primer GTCCAGGTGGATGTGAAAGA SEQ ID NO: 751 Probe CAGCAGGCCCTCAAGGAGCTG SEQ ID NO: 752 Reverse Primer CGGCCAGGATACACATCTTA SEQ ID NO: 753 ERCC2 NM_000400.2 Forward Primer TGGCCTTCTTCACCAGCTA SEQ ID NO: 754 Probe AGGCCACGGTGCTCTCCATGTACT SEQ ID NO: 755 Reverse Primer CAAGGATCCCCTGCTCATAC SEQ ID NO: 756 EREG NM_001432.1 Forward Primer ATAACAAAGTGTAGCTCTGACATGAATG SEQ ID NO: 757 Probe TTGTTTGCATGGACAGTGCATCTATCTGGT SEQ ID NO: 758 Reverse Primer CACACCTGCAGTAGTTTTGACTCA SEQ ID NO: 759 ERK1 Z11696.1 Forward Primer ACGGATCACAGTGGAGGAAG SEQ ID NO: 760 Probe CGCTGGCTCACCCCTACCTG SEQ ID NO: 761 Reverse Primer CTCATCCGTCGGGTCATAGT SEQ ID NO: 762 ERK2 NM_002745.1 Forward Primer AGTTCTTGACCCCTGGTCCT SEQ ID NO: 763 Probe TCTCCAGCCCGTCTTGGCTT SEQ ID NO: 764 Reverse Primer AAACGGCTCAAAGGAGTCAA SEQ ID NO: 765 ESPL1 NM_012291.1 Forward Primer ACCCCCAGACCGGATCAG SEQ ID NO: 766 Probe CTGGCCCTCATGTCCCCTTCACG SEQ ID NO: 767 Reverse Primer TGTAGGGCAGACTTCCTCAAACA SEQ ID NO: 768 EstR1 NM_000125.1 Forward Primer CGTGGTGCCCCTCTATGAC SEQ ID NO: 769 Probe CTGGAGATGCTGGACGCCC SEQ ID NO: 770 Reverse Primer GGCTAGTGGGCGCATGTAG SEQ ID NO: 771 ETV4 NM_001986.1 Forward Primer TCCAGTGCCTATGACCCC SEQ ID NO: 772 Probe CAGACAAATCGCCATCAAGTCCCC SEQ ID NO: 773 Reverse Primer ACTGTCCAAGGGCACCAG SEQ ID NO: 774 F3 NM_001993.2 Forward Primer GTGAAGGATGTGAAGCAGACGTA SEQ ID NO: 775 Probe TGGCACGGGTCTTCTCCTACC SEQ ID NO: 776 Reverse Primer AACCGGTGCTCTCCACATTC SEQ ID NO: 777 FABP4 NM_001442.1 Forward Primer GCTTTGCCACCAGGAAAGT SEQ ID NO: 778 Probe CTGGCATGGCCAAACCTAACATGA SEQ ID NO: 779 Reverse Primer CATCCCCATTCACACTGATG SEQ ID NO: 780 FAP NM_004460.2 Forward Primer CTGACCAGAACCACGGCT SEQ ID NO: 781 Probe CGGCCTGTCCACGAACCACTTATA SEQ ID NO: 782 Reverse Primer GGAAGTGGGTCATGTGGG SEQ ID NO: 783 fas NM_000043.1 Forward Primer GGATTGCTCAACAACCATGCT SEQ ID NO: 784 Probe TCTGGACCCTCCTACCTCTGGTTCTTACGCT SEQ ID NO: 785 Reverse Primer GGCATTAACACTTTTGGACGATAA SEQ ID NO: 786 fasl NM_000639.1 Forward Primer GCACTTTGGGATTCTTTCCATTAT SEQ ID NO: 787 Probe ACAACATTCTCGGTGCCTGTAACAAAGAA SEQ ID NO: 788 Reverse Primer GCATGTAAGAAGACCCTCACTGAA SEQ ID NO: 789 FASN NM_004104.4 Forward Primer GCCTCTTCCTGTTCGACG SEQ ID NO: 790 Probe TCGCCCACCTACGTACTGGCCTAC SEQ ID NO: 791 Reverse Primer GCTTTGCCCGGTAGCTCT SEQ ID NO: 792 FBXO5 NM_012177.2 Forward Primer GGCTATTCCTCATTTTCTCTACAAAGTG SEQ ID NO: 793 Probe CCTCCAGGAGGCTACCTTCTTCATGTTCAC SEQ ID NO: 794 Reverse Primer GGATTGTAGACTGTCACCGAAATTC SEQ ID NO: 795 FBXW7 NM_033632.1 Forward Primer CCCCAGTTTCAACGAGACTT SEQ ID NO: 796 Probe TCATTGCTCCCTAAAGAGTTGGCACTC SEQ ID NO: 797 Reverse Primer GTTCCAGGAATGAAAGCACA SEQ ID NO: 798 FDXR NM_004110.2 Forward Primer GAGATGATTCAGTTACCGGGAG SEQ ID NO: 799 Probe AATCCACAGGATCCAAAATGGGCC SEQ ID NO: 800 Reverse Primer ATCTTGTCCTGGAGACCCAA SEQ ID NO: 801 FES NM_002005.2 Forward Primer CTCTGCAGGCCTAGGTGC SEQ ID NO: 802 Probe CTCCTCAGCGGCTCCAGCTCATAT SEQ ID NO: 803 Reverse Primer CCAGGACTGTGAAGAGCTGTC SEQ ID NO: 804 FGF18 NM_003862.1 Forward Primer CGGTAGTCAAGTCCGGATCAA SEQ ID NO: 805 Probe CAAGGAGACGGAATTCTACCTGTGC SEQ ID NO: 806 Reverse Primer GCTTGCCTTTGCGGTTCA SEQ ID NO: 807 FGF2 NM_002006.2 Forward Primer AGATGCAGGAGAGAGGAAGC SEQ ID NO: 808 Probe CCTGCAGACTGCTTTTTGCCCAAT SEQ ID NO: 809 Reverse Primer GTTTTGCAGCCTTACCCAAT SEQ ID NO: 810 FGFR1 NM_023109.1 Forward Primer CACGGGACATTCACCACATC SEQ ID NO: 811 Probe ATAAAAAGACAACCAACGGCCGACTGC SEQ ID NO: 812 Reverse Primer GGGTGCCATCCACTTCACA SEQ ID NO: 813 FGFR2 NM_000141.2 Forward Primer GAGGGACTGTTGGCATGCA SEQ ID NO: 814 isoform 1 Probe TCCCAGAGACCAACGTTCAAGCAGTTG SEQ ID NO: 815 Reverse Primer GAGTGAGAATTCGATCCAAGTCTTC SEQ ID NO: 816 FHIT NM_002012.1 Forward Primer CCAGTGGAGCGCTTCCAT SEQ ID NO: 817 Probe TCGGCCACTTCATCAGGACGCAG SEQ ID NO: 818 Reverse Primer CTCTCTGGGTCGTCTGAAACAA SEQ ID NO: 819 FIGF NM_004469.2 Forward Primer GGTTCCAGCTTTCTGTAGCTGT SEQ ID NO: 820 Probe ATTGGTGGCCACACCACCTCCTTA SEQ ID NO: 821 Reverse Primer GCCGCAGGTTCTAGTTGCT SEQ ID NO: 822 FLJ12455 NM_022078.1 Forward Primer CCACCAGCATGAAGTTTCG SEQ ID NO: 823 Probe ACCCCTCACAAAGGCCATGTCTGT SEQ ID NO: 824 Reverse Primer GGCTGTCTGAAGCACAACTG SEQ ID NO: 825 FLJ20712 AK000719.1 Forward Primer GCCACACAAACATGCTCCT SEQ ID NO: 826 Probe ATGTCTTTCCCAGCAGCTCTGCCT SEQ ID NO: 827 Reverse Primer GCCACAGGAAACTTCCGA SEQ ID NO: 828 FLT1 NM_002019.1 Forward Primer GGCTCCCGAATCTATCTTTG SEQ ID NO: 829 Probe CTACAGCACCAAGAGCGACGTGTG SEQ ID NO: 830 Reverse Primer TCCCACAGCAATACTCCGTA SEQ ID NO: 831 FLT4 NM_002020.1 Forward Primer ACCAAGAAGCTGAGGACCTG SEQ ID NO: 832 Probe AGCCCGCTGACCATGGAAGATCT SEQ ID NO: 833 Reverse Primer CCTGGAAGCTGTAGCAGACA SEQ ID NO: 834 FOS NM_005252.2 Forward Primer CGAGCCCTTTGATGACTTCCT SEQ ID NO: 835 Probe TCCCAGCATCATCCAGGCCCAG SEQ ID NO: 836 Reverse Primer GGAGCGGGCTGTCTCAGA SEQ ID NO: 837 FOXO3A NM_001455.1 Forward Primer TGAAGTCCAGGACGATGATG SEQ ID NO: 838 Probe CTCTACAGCAGCTCAGCCAGCCTG SEQ ID NO: 839 Reverse Primer ACGGCTTGCTTACTGAAGGT SEQ ID NO: 840 FPGS NM_004957.3 Forward Primer CAGCCCTGCCAGTTTGAC SEQ ID NO: 841 Probe ATGCCGTCTTCTGCCCTAACCTGA SEQ ID NO: 842 Reverse Primer GTTGCCTGTGGATGACACC SEQ ID NO: 843 FRP1 NM_003012.2 Forward Primer TTGGTACCTGTGGGTTAGCA SEQ ID NO: 844 Probe TCCCCAGGGTAGAATTCAATCAGAGC SEQ ID NO: 845 Reverse Primer CACATCCAAATGCAAACTGG SEQ ID NO: 846 FST NM_006350.2 Forward Primer GTAAGTCGGATGAGCCTGTCTGT SEQ ID NO: 847 Probe CCAGTGACAATGCCACTTATGCCAGC SEQ ID NO: 848 Reverse Primer CAGCTTCCTTCATGGCACACT SEQ ID NO: 849 Furin NM_002569.1 Forward Primer AAGTCCTCGATACGCACTATAGCA SEQ ID NO: 850 Probe CCCGGATGGTCTCCACGTCAT SEQ ID NO: 851 Reverse Primer CTGGCATGTGGCACATGAG SEQ ID NO: 852 FUS NM_004960.1 Forward Primer GGATAATTCAGACAACAACACCATCT SEQ ID NO: 853 Probe TCAATTGTAACATTCTCACCCAGGCCTTG SEQ ID NO: 854 Reverse Primer TGAAGTAATCAGCCACAGACTCAAT SEQ ID NO: 855 FUT1 NM_000148.1 Forward Primer CCGTGCTCATTGCTAACCA SEQ ID NO: 856 Probe TCTGTCCCTGAACTCCCAGAACCA SEQ ID NO: 857 Reverse Primer CTGCCCAAAGCCAGATGTA SEQ ID NO: 858 FUT3 NM_000149.1 Forward Primer CAGTTCGGTCCAACAGAGAA SEQ ID NO: 859 Probe AGCAGGCAACCACCATGTCATTTG SEQ ID NO: 860 Reverse Primer TGCGAATTATATCCCGATGA SEQ ID NO: 861 FUT6 NM_000150.1 Forward Primer CGTGTGTCTCAAGACGATCC SEQ ID NO: 862 Probe TGTGTACCCTAATGGGTCCCGCTT SEQ ID NO: 863 Reverse Primer GGTCCCTGTGCTGTCTGG SEQ ID NO: 864 FXYD5 NM_014164.4 Forward Primer AGAGCACCAAAGCAGCTCAT SEQ ID NO: 865 Probe CACTGATGACACCACGACGCTCTC SEQ ID NO: 866 Reverse Primer GTGCTTGGGGATGGTCTCT SEQ ID NO: 867 FYN NM_002037.3 Forward Primer GAAGCGCAGATCATGAAGAA SEQ ID NO: 868 Probe CTGAAGCACGACAAGCTGGTCCAG SEQ ID NO: 869 Reverse Primer CTCCTCAGACACCACTGCAT SEQ ID NO: 870 FZD1 NM_003505.1 Forward Primer GGTGCACCAGTTCTACCCTC SEQ ID NO: 871 Probe ACTTGAGCTCAGCGGAACACTGCA SEQ ID NO: 872 Reverse Primer GCGTACATGGAGCACAGGA SEQ ID NO: 873 FZD2 NM_001466.2 Forward Primer TGGATCCTCACCTGGTCG SEQ ID NO: 874 Probe TGCGCTTCCACCTTCTTCACTGTC SEQ ID NO: 875 Reverse Primer GCGCTGCATGTCTACCAA SEQ ID NO: 876 FZD6 NM_003506.2 Forward Primer AATGAGAGAGGTGAAAGCGG SEQ ID NO: 877 Probe CGGAGCTAGCACCCCCAGGTTAAG SEQ ID NO: 878 Reverse Primer AGGTTCACCACAGTCCTGTTC SEQ ID NO: 879 G-Catenin NM_002230.1 Forward Primer TCAGCAGCAAGGGCATCAT SEQ ID NO: 880 Probe CGCCCGCAGGCCTCATCCT SEQ ID NO: 881 Reverse Primer GGTGGTTTTCTTGAGCGTGTACT SEQ ID NO: 882 G1P2 NM_005101.1 Forward Primer CAACGAATTCCAGGTGTCC SEQ ID NO: 883 Probe CTGAGCAGCTCCATGTCGGTGTC SEQ ID NO: 884 Reverse Primer GATCTGCGCCTTCAGCTC SEQ ID NO: 885 GADD45 NM_001924.2 Forward Primer GTGCTGGTGACGAATCCA SEQ ID NO: 886 Probe TTCATCTCAATGGAAGGATCCTGCC SEQ ID NO: 887 Reverse Primer CCCGGCAAAAACAAATAAGT SEQ ID NO: 888 GADD45B NM_015675.1 Forward Primer ACCCTCGACAAGACCACACT SEQ ID NO: 889 Probe AACTTCAGCCCCAGCTCCCAAGTC SEQ ID NO: 890 Reverse Primer TGGGAGTTCATGGGTACAGA SEQ ID NO: 891 GADD45G NM_006705.2 Forward Primer CGCGCTGCAGATCCATTT SEQ ID NO: 892 Probe CGCTGATCCAGGCTTTCTGCTGC SEQ ID NO: 893 Reverse Primer CGCACTATGTCGATGTCGTTCT SEQ ID NO: 894 GAGE4 NM_001474.1 Forward Primer GGAACAGGGTCACCCACAGA SEQ ID NO: 895 Probe TCAGGACCATCTTCACACTCACACCCA SEQ ID NO: 896 Reverse Primer GATTTGGCGGGTCCATCTC SEQ ID NO: 897 GBP1 NM_002053.1 Forward Primer TTGGGAAATATTTGGGCATT SEQ ID NO: 898 Probe TTGGGACATTGTAGACTTGGCCAGAC SEQ ID NO: 899 Reverse Primer AGAAGCTAGGGTGGTTGTCC SEQ ID NO: 900 GBP2 NM_004120.2 Forward Primer GCATGGGAACCATCAACCA SEQ ID NO: 901 Probe CCATGGACCAACTTCACTATGTGACAGAGC SEQ ID NO: 902 Reverse Primer TGAGGAGTTTGCCTTGATTCG SEQ ID NO: 903 GCLC NM_001498.1 Forward Primer CTGTTGCAGGAAGGCATTGA SEQ ID NO: 904 Probe CATCTCCTGGCCCAGCATGTT SEQ ID NO: 905 Reverse Primer GTCAGTGGGTCTCTAATAAAGAGATGAG SEQ ID NO: 906 GCLM NM_002061.1 Forward Primer TGTAGAATCAAACTCTTCATCATCAACTAG SEQ ID NO: 907 Probe TGCAGTTGACATGGCCTGTTCAGTCC SEQ ID NO: 908 Reverse Primer CACAGAATCCAGCTGTGCAACT SEQ ID NO: 909 GCNT1 NM_001490.3 Forward Primer TGGTGCTTGGAGCATAGAAG SEQ ID NO: 910 Probe TGCCCTTCACAAAGGAAATCCCTG SEQ ID NO: 911 Reverse Primer GCAACGTCCTCAGCATTTC SEQ ID NO: 912 GDF15 NM_004864.1 Forward Primer CGCTCCAGACCTATGATGACT SEQ ID NO: 913 Probe TGTTAGCCAAAGACTGCCACTGCA SEQ ID NO: 914 Reverse Primer ACAGTGGAAGGACCAGGACT SEQ ID NO: 915 GIT1 NM_014030.2 Forward Primer GTGTATGACGAGGTGGATCG SEQ ID NO: 916 Probe AGCCAGCCACACTGCATCATTTTC SEQ ID NO: 917 Reverse Primer ACCAGAGTGCTGTGGTTTTG SEQ ID NO: 918 GJA1 NM_000165.2 Forward Primer GTTCACTGGGGGTGTATGG SEQ ID NO: 919 Probe ATCCCCTCCCTCTCCACCCATCTA SEQ ID NO: 920 Reverse Primer AAATACCAACATGCACCTCTCTT SEQ ID NO: 921 GJB2 NM_004004.3 Forward Primer TGTCATGTACGACGGCTTCT SEQ ID NO: 922 Probe AGGCGTTGCACTTCACCAGCC SEQ ID NO: 923 Reverse Primer AGTCCACAGTGTTGGGACAA SEQ ID NO: 924 GPX1 NM_000581.2 Forward Primer GCTTATGACCGACCCCAA SEQ ID NO: 925 Probe CTCATCACCTGGTCTCCGGTGTGT SEQ ID NO: 926 Reverse Primer AAAGTTCCAGGCAACATCGT SEQ ID NO: 927 GPX2 NM_002083.1 Forward Primer CACACAGATCTCCTACTCCATCCA SEQ ID NO: 928 Probe CATGCTGCATCCTAAGGCTCCTCAGG SEQ ID NO: 929 Reverse Primer GGTCCAGCAGTGTCTCCTGAA SEQ ID NO: 930 Grb10 NM_005311.2 Forward Primer CTTCGCCTTTGCTGATTGC SEQ ID NO: 931 Probe CTCCAAACGCCTGCCTGACGACTG SEQ ID NO: 932 Reverse Primer CCATAACGCACATGCTCCAA SEQ ID NO: 933 GRB14 NM_004490.1 Forward Primer TCCCACTGAAGCCCTTTCAG SEQ ID NO: 934 Probe CCTCCAAGCGAGTCCTTCTTCAACCG SEQ ID NO: 935 Reverse Primer AGTGCCCAGGCGTAAACATC SEQ ID NO: 936 GRB2 NM_002086.2 Forward Primer GTCCATCAGTGCATGACGTT SEQ ID NO: 937 Probe AGGCCACGTATAGTCCTAGCTGACGC SEQ ID NO: 938 Reverse Primer AGCCCACTTGGTTTCTTGTT SEQ ID NO: 939 GRB7 NM_005310.1 Forward Primer CCATCTGCATCCATCTTGTT SEQ ID NO: 940 Probe CTCCCCACCCTTGAGAAGTGCCT SEQ ID NO: 941 Reverse Primer GGCCACCAGGGTATTATCTG SEQ ID NO: 942 GRIK1 NM_000830.2 Forward Primer GTTGGGTGCATCTCTCGG SEQ ID NO: 943 Probe AATTCATGCCGAGATACAGCCGCT SEQ ID NO: 944 Reverse Primer CGTGCTCCATCTTCCTAGCTT SEQ ID NO: 945 GRO1 NM_001511.1 Forward Primer CGAAAAGATGCTGAACAGTGACA SEQ ID NO: 946 Probe CTTCCTCCTCCCTTCTGGTCAGTTGGAT SEQ ID NO: 947 Reverse Primer TCAGGAACAGCCACCAGTGA SEQ ID NO: 948 GRP NM_002091.1 Forward Primer CTGGGTCTCATAGAAGCAAAGGA SEQ ID NO: 949 Probe AGAAACCACCAGCCACCTCAACCCA SEQ ID NO: 950 Reverse Primer CCACGAAGGCTGCTGATTG SEQ ID NO: 951 GRPR NM_005314.1 Forward Primer ATGCTGCTGGCCATTCCA SEQ ID NO: 952 Probe CCGTGTTTTCTGACCTCCATCCCTTCC SEQ ID NO: 953 Reverse Primer AGGTCTGGTTGGTGCTTTCCT SEQ ID NO: 954 GSK3B NM_002093.2 Forward Primer GACAAGGACGGCAGCAAG SEQ ID NO: 955 Probe CCAGGAGTTGCCACCACTGTTGTC SEQ ID NO: 956 Reverse Primer TTGTGGCCTGTCTGGACC SEQ ID NO: 957 GSTA3 NM_000847.3 Forward Primer TCTCCAACTTCCCTCTGCTG SEQ ID NO: 958 Probe AGGCCCTGAAAACCAGAATCAGCA SEQ ID NO: 959 Reverse Primer ACTTCTTCACCGTGGGCA SEQ ID NO: 960 GSTM1 NM_000561.1 Forward Primer AAGCTATGAGGAAAAGAAGTACACGAT SEQ ID NO: 961 Probe TCAGCCACTGGCTTCTGTCATAATCAGGAG SEQ ID NO: 962 Reverse Primer GGCCCAGCTTGAATTTTTCA SEQ ID NO: 963 GSTM3 NM_000849.3 Forward Primer CAATGCCATCTTGCGCTACAT SEQ ID NO: 964 Probe CTCGCAAGCACAACATGTGTGGTGAGA SEQ ID NO: 965 Reverse Primer GTCCACTCGAATCTTTTCTTCTTCA SEQ ID NO: 966 GSTp NM_000852.2 Forward Primer GAGACCCTGCTGTCCCAGAA SEQ ID NO: 967 Probe TCCCACAATGAAGGTCTTGCCTCCCT SEQ ID NO: 968 Reverse Primer GGTTGTAGTCAGCGAAGGAGATC SEQ ID NO: 969 GSTT1 NM_000853.1 Forward Primer CACCATCCCCACCCTGTCT SEQ ID NO: 970 Probe CACAGCCGCCTGAAAGCCACAAT SEQ ID NO: 971 Reverse Primer GGCCTCAGTGTGCATCATTCT SEQ ID NO: 972 H2AFZ NM_002106.2 Forward Primer CCGGAAAGGCCAAGACAA SEQ ID NO: 973 Probe CCCGCTCGCAGAGAGCCGG SEQ ID NO: 974 Reverse Primer AATACGGCCCACTGGGAACT SEQ ID NO: 975 HB-EGF NM_001945.1 Forward Primer GACTCCTTCGTCCCCAGTTG SEQ ID NO: 976 Probe TTGGGCCTCCCATAATTGCTTTGCC SEQ ID NO: 977 Reverse Primer TGGCACTTGAAGGCTCTGGTA SEQ ID NO: 978 hCRA a U78556.1 Forward Primer TGACACCCTTACCTTCCTGAGAA SEQ ID NO: 979 Probe TCTGCTTTCCGCGCTCCCAGG SEQ ID NO: 980 Reverse Primer AAAAACACGAGTCAAAAATAGAAGTCACT SEQ ID NO: 981 HDAC1 NM_004964.2 Forward Primer CAAGTACCACAGCGATGACTACATTAA SEQ ID NO: 982 Probe TTCTTGCGCTCCATCCGTCCAGA SEQ ID NO: 983 Reverse Primer GCTTGCTGTACTCCGACATGTT SEQ ID NO: 984 HDAC2 NM_001527.1 Forward Primer GGTGGCTACACAATCCGTAA SEQ ID NO: 985 Probe TGCAGTCTCATATGTCCAACATCGAGC SEQ ID NO: 986 Reverse Primer TGGGAATCTCACAATCAAGG SEQ ID NO: 987 HDGF NM_004494.1 Forward Primer TCCTAGGCATTCTGGACCTC SEQ ID NO: 988 Probe CATTCCTACCCCTGATCCCAACCC SEQ ID NO: 989 Reverse Primer GCTGTTGATGCTCCATCCTT SEQ ID NO: 990 hENT1 NM_004955.1 Forward Primer AGCCGTGACTGTTGAGGTC SEQ ID NO: 991 Probe AAGTCCAGCATCGCAGGCAGC SEQ ID NO: 992 Reverse Primer AAGTAACGTTCCCAGGTGCT SEQ ID NO: 993 Hepsin NM_002151.1 Forward Primer AGGCTGCTGGAGGTCATCTC SEQ ID NO: 994 Probe CCAGAGGCCGTTTCTTGGCCG SEQ ID NO: 995 Reverse Primer CTTCCTGCGGCCACAGTCT SEQ ID NO: 996 HER2 NM_004448.1 Forward Primer CGGTGTGAGAAGTGCAGCAA SEQ ID NO: 997 Probe CCAGACCATAGCACACTCGGGCAC SEQ ID NO: 998 Reverse Primer CCTCTCGCAAGTGCTCCAT SEQ ID NO: 999 Herstatin AF177761.2 Forward Primer CACCCTGTCCTATCCTTCCT SEQ ID NO: 1000 Probe CCCTCTTGGGACCTAGTCTCTGCCT SEQ ID NO: 1001 Reverse Primer GGCCAGGGGTAGAGAGTAGA SEQ ID NO: 1002 HES6 NM_018645.3 Forward Primer TTAGGGACCCTGCAGCTCT SEQ ID NO: 1003 Probe TAGCTCCCTCCCTCCACCCACTC SEQ ID NO: 1004 Reverse Primer CTACAAAATTCTTCCTCCTGCC SEQ ID NO: 1005 HGF M29145.1 Forward Primer CCGAAATCCAGATGATGATG SEQ ID NO: 1006 Probe CTCATGGACCCTGGTGCTACACG SEQ ID NO: 1007 Reverse Primer CCCAAGGAATGAGTGGATTT SEQ ID NO: 1008 HIF1A NM_001530.1 Forward Primer TGAACATAAAGTCTGCAACATGGA SEQ ID NO: 1009 Probe TTGCACTGCACAGGCCACATTCAC SEQ ID NO: 1010 Reverse Primer TGAGGTTGGTTACTGTTGGTATCATATA SEQ ID NO: 1011 HK1 NM_000188.1 Forward Primer TACGCACAGAGGCAAGCA SEQ ID NO: 1012 Probe TAAGAGTCCGGGATCCCCAGCCTA SEQ ID NO: 1013 Reverse Primer GAGAGAAGTGCTGGAGAGGC SEQ ID NO: 1014 HLA-DPB1 NM_002121.4 Forward Primer TCCATGATGGTTCTGCAGGTT SEQ ID NO: 1015 Probe CCCCGGACAGTGGCTCTGACG SEQ ID NO: 1016 Reverse Primer TGAGCAGCACCATCAGTAACG SEQ ID NO: 1017 HLA-DRA NM_019111.3 Forward Primer GACGATTTGCCAGCTTTGAG SEQ ID NO: 1018 Probe TCAAGGTGCATTGGCCAACATAGC SEQ ID NO: 1019 Reverse Primer TCCAGGTTGGCTTTGTCC SEQ ID NO: 1020 HLA-DRB1 NM_002124.1 Forward Primer GCTTTCTCAGGACCTGGTTG SEQ ID NO: 1021 Probe CATTTTCTGCAGTTGCCGAACCAG SEQ ID NO: 1022 Reverse Primer AGGAAGCCACAAGGGAGG SEQ ID NO: 1023 HLA-G NM_002127.2 Forward Primer CCTGCGCGGCTACTACAAC SEQ ID NO: 1024 Probe CGAGGCCAGTTCTCACACCCTCCAG SEQ ID NO: 1025 Reverse Primer CAGGTCGCAGCCAATCATC SEQ ID NO: 1026 HMGB1 NM_002128.3 Forward Primer TGGCCTGTCCATTGGTGAT SEQ ID NO: 1027 Probe TTCCACATCTCTCCCAGTTTCTTCGCAA SEQ ID NO: 1028 Reverse Primer GCTTGTCATCTGCAGCAGTGTT SEQ ID NO: 1029 hMLH NM_000249.2 Forward Primer CTACTTCCAGCAACCCCAGA SEQ ID NO: 1030 Probe TCCACATCAGAATCTTCCCG SEQ ID NO: 1031 Reverse Primer CTTTCGGGAATCATCTTCCA SEQ ID NO: 1032 HNRPAB NM_004499.2 Forward Primer CAAGGGAGCGACCAACTGA SEQ ID NO: 1033 Probe CTCCATATCCAAACAAAGCATGTGTGCG SEQ ID NO: 1034 Reverse Primer GTTTGCCAAGTTAAATTTGGTACATAAT SEQ ID NO: 1035 HNRPD NM_031370.2 Forward Primer GCCAGTAAGAACGAGGAGGA SEQ ID NO: 1036 Probe AAGGCCATTCAAACTCCTCCCCAC SEQ ID NO: 1037 Reverse Primer CGTCGCTGCTTCAGAGTGT SEQ ID NO: 1038 HoxA1 NM_005522.3 Forward Primer AGTGACAGATGGACAATGCAAGA SEQ ID NO: 1039 Probe TGAACTCCTTCCTGGAATACCCCA SEQ ID NO: 1040 Reverse Primer CCGAGTCGCCACTGCTAAGT SEQ ID NO: 1041 HoxA5 NM_019102.2 Forward Primer TCCCTTGTGTTCCTTCTGTGAA SEQ ID NO: 1042 Probe AGCCCTGTTCTCGTTGCCCTAATTCATC SEQ ID NO: 1043 Reverse Primer GGCAATAAACAGGCTCATGATTAA SEQ ID NO: 1044 HOXB13 NM_006361.2 Forward Primer CGTGCCTTATGGTTACTTTGG SEQ ID NO: 1045 Probe ACACTCGGCAGGAGTAGTACCCGC SEQ ID NO: 1046 Reverse Primer CACAGGGTTTCAGCGAGC SEQ ID NO: 1047 HOXB7 NM_004502.2 Forward Primer CAGCCTCAAGTTCGGTTTTC SEQ ID NO: 1048 Probe ACCGGAGCCTTCCCAGAACAAACT SEQ ID NO: 1049 Reverse Primer GTTGGAAGCAAACGCACA SEQ ID NO: 1050 HRAS NM_005343.2 Forward Primer GGACGAATACGACCCCACT SEQ ID NO: 1051 Probe ACCACCTGCTTCCGGTAGGAATCC SEQ ID NO: 1052 Reverse Primer GCACGTCTCCCCATCAAT SEQ ID NO: 1053 HSBP1 NM_001537.1 Forward Primer GGAGATGGCCGAGACTGAC SEQ ID NO: 1054 Probe CAAGACCGTGCAGGACCTCACCT SEQ ID NO: 1055 Reverse Primer CTGCAGGAGTGTCTGCACC SEQ ID NO: 1056 HSD17B1 NM_000413.1 Forward Primer CTGGACCGCACGGACATC SEQ ID NO: 1057 Probe ACCGCTTCTACCAATACCTCGCCCA SEQ ID NO: 1058 Reverse Primer CGCCTCGCGAAAGACTTG SEQ ID NO: 1059 HSD17B2 NM_002153.1 Forward Primer GCTTTCCAAGTGGGGAATTA SEQ ID NO: 1060 Probe AGTTGCTTCCATCCAACCTGGAGG SEQ ID NO: 1061 Reverse Primer TGCCTGCGATATTTGTTAGG SEQ ID NO: 1062 HSPA1A NM_005345.4 Forward Primer CTGCTGCGACAGTCCACTA SEQ ID NO: 1063 Probe AGAGTGACTCCCGTTGTCCCAAGG SEQ ID NO: 1064 Reverse Primer CAGGTTCGCTCTGGGAAG SEQ ID NO: 1065 HSPA1B NM_005346.3 Forward Primer GGTCCGCTTCGTCTTTCGA SEQ ID NO: 1066 Probe TGACTCCCGCGGTCCCAAGG SEQ ID NO: 1067 Reverse Primer GCACAGGTTCGCTCTGGAA SEQ ID NO: 1068 HSPA4 NM_002154.3 Forward Primer TTCAGTGTGTCCAGTGCATC SEQ ID NO: 1069 Probe CATTTTCCTCAGACTTGTGAACCTCCACT SEQ ID NO: 1070 Reverse Primer ATCTGTTTCCATTGGCTCCT SEQ ID NO: 1071 HSPA5 NM_005347.2 Forward Primer GGCTAGTAGAACTGGATCCCAACA SEQ ID NO: 1072 Probe TAATTAGACCTAGGCCTCAGCTGCACTGCC SEQ ID NO: 1073 Reverse Primer GGTCTGCCCAAATGCTTTTC SEQ ID NO: 1074 HSPA8 NM_006597.3 Forward Primer CCTCCCTCTGGTGGTGCTT SEQ ID NO: 1075 Probe CTCAGGGCCCACCATTGAAGAGGTTG SEQ ID NO: 1076 Reverse Primer GCTACATCTACACTTGGTTGGCTTAA SEQ ID NO: 1077 HSPB1 NM_001540.2 Forward Primer CCGACTGGAGGAGCATAAA SEQ ID NO: 1078 Probe CGCACTTTTCTGAGCAGACGTCCA SEQ ID NO: 1079 Reverse Primer ATGCTGGCTGACTCTGCTC SEQ ID NO: 1080 HSPCA NM_005348.2 Forward Primer CAAAAGGCAGAGGCTGATAA SEQ ID NO: 1081 Probe TGACCAGATCCTTCACAGACTTGTCGT SEQ ID NO: 1082 Reverse Primer AGCGCAGTTTCATAAAGCAA SEQ ID NO: 1083 HSPE1 NM_002157.1 Forward Primer GCAAGCAACAGTAGTCGCTG SEQ ID NO: 1084 Probe TCTCCACCCTTTCCTTTAGAACCCG SEQ ID NO: 1085 Reverse Primer CCAACTTTCACGCTAACTGGT SEQ ID NO: 1086 HSPG2 NM_005529.2 Forward Primer GAGTACGTGTGCCGAGTGTT SEQ ID NO: 1087 Probe CAGCTCCGTGCCTCTAGAGGCCT SEQ ID NO: 1088 Reverse Primer CTCAATGGTGACCAGGACA SEQ ID NO: 1089 ICAM1 NM_000201.1 Forward Primer GCAGACAGTGACCATCTACAGCTT SEQ ID NO: 1090 Probe CCGGCGCCCAACGTGATTCT SEQ ID NO: 1091 Reverse Primer CTTCTGAGACCTCTGGCTTCGT SEQ ID NO: 1092 ICAM2 NM_000873.2 Forward Primer GGTCATCCTGACACTGCAAC SEQ ID NO: 1093 Probe TTGCCCACAGCCACCAAAGTG SEQ ID NO: 1094 Reverse Primer TGCACTCAATGGTGAAGGAC SEQ ID NO: 1095 ID1 NM_002165.1 Forward Primer AGAACCGCAAGGTGAGCAA SEQ ID NO: 1096 Probe TGGAGATTCTCCAGCACGTCATCGAC SEQ ID NO: 1097 Reverse Primer TCCAACTGAAGGTCCCTGATG SEQ ID NO: 1098 ID2 NM_002166.1 Forward Primer AACGACTGCTACTCCAAGCTCAA SEQ ID NO: 1099 Probe TGCCCAGCATCCCCCAGAACAA SEQ ID NO: 1100 Reverse Primer GGATTTCCATCTTGCTCACCTT SEQ ID NO: 1101 ID3 NM_002167.2 Forward Primer CTTCACCAAATCCCTTCCTG SEQ ID NO: 1102 Probe TCACAGTCCTTCGCTCCTGAGCAC SEQ ID NO: 1103 Reverse Primer CTCTGGCTCTTCAGGCTACA SEQ ID NO: 1104 ID4 NM_001546.2 Forward Primer TGGCCTGGCTCTTAATTTG SEQ ID NO: 1105 Probe CTTTTGTTTTGCCCAGTATAGACTCGGAAG SEQ ID NO: 1106 Reverse Primer TGCAATCATGCAAGACCAC SEQ ID NO: 1107 IFIT1 NM_001548.1 Forward Primer TGACAACCAAGCAAATGTGA SEQ ID NO: 1108 Probe AAGTTGCCCCAGGTCACCAGACTC SEQ ID NO: 1109 Reverse Primer CAGTCTGCCCATGTGGTAAT SEQ ID NO: 1110 IGF1 NM_000618.1 Forward Primer TCCGGAGCTGTGATCTAAGGA SEQ ID NO: 1111 Probe TGTATTGCGCACCCCTCAAGCCTG SEQ ID NO: 1112 Reverse Primer CGGACAGAGCGAGCTGACTT SEQ ID NO: 1113 IGF1R NM_000875.2 Forward Primer GCATGGTAGCCGAAGATTTCA SEQ ID NO: 1114 Probe CGCGTCATACCAAAATCTCCGATTTTGA SEQ ID NO: 1115 Reverse Primer TTTCCGGTAATAGTCTGTCTCATAGATATC SEQ ID NO: 1116 IGF2 NM_000612.2 Forward Primer CCGTGCTTCCGGACAACTT SEQ ID NO: 1117 Probe TACCCCGTGGGCAAGTTCTTCCAA SEQ ID NO: 1118 Reverse Primer TGGACTGCTTCCAGGTGTCA SEQ ID NO: 1119 IGFBP2 NM_000597.1 Forward Primer GTGGACAGCACCATGAACA SEQ ID NO: 1120 Probe CTTCCGGCCAGCACTGCCTC SEQ ID NO: 1121 Reverse Primer CCTTCATACCCGACTTGAGG SEQ ID NO: 1122 IGFBP3 NM_000598.1 Forward Primer ACGCACCGGGTGTCTGA SEQ ID NO: 1123 Probe CCCAAGTTCCACCCCCTCCATTCA SEQ ID NO: 1124 Reverse Primer TGCCCTTTCTTGATGATGATTATC SEQ ID NO: 1125 IGFBP5 NM_000599.1 Forward Primer TGGACAAGTACGGGATGAAGCT SEQ ID NO: 1126 Probe CCCGTCAACGTACTCCATGCCTGG SEQ ID NO: 1127 Reverse Primer CGAAGGTGTGGCACTGAAAGT SEQ ID NO: 1128 IGFBP6 NM_002178.1 Forward Primer TGAACCGCAGAGACCAACAG SEQ ID NO: 1129 Probe ATCCAGGCACCTCTACCACGCCCTC SEQ ID NO: 1130 Reverse Primer GTCTTGGACACCCGCAGAAT SEQ ID NO: 1131 IGFBP7 NM_001553 Forward Primer GGGTCACTATGGAGTTCAAAGGA SEQ ID NO: 1132 Probe CCCGGTCACCAGGCAGGAGTTCT SEQ ID NO: 1133 Reverse Primer GGGTCTGAATGGCCAGGTT SEQ ID NO: 1134 IHH NM_002181.1 Forward Primer AAGGACGAGGAGAACACAGG SEQ ID NO: 1135 Probe ATGACCCAGCGCTGCAAGGAC SEQ ID NO: 1136 Reverse Primer AGATAGCCAGCGAGTTCAGG SEQ ID NO: 1137 IL-8 NM_000584.2 Forward Primer AAGGAACCATCTCACTGTGTGTAAAC SEQ ID NO: 1138 Probe TGACTTCCAAGCTGGCCGTGGC SEQ ID NO: 1139 Reverse Primer ATCAGGAAGGCTGCCAAGAG SEQ ID NO: 1140 IL10 NM_000572.1 Forward Primer GGCGCTGTCATCGATTTCTT SEQ ID NO: 1141 Probe CTGCTCCACGGCCTTGCTCTTG SEQ ID NO: 1142 Reverse Primer TGGAGCTTATTAAAGGCATTCTTCA SEQ ID NO: 1143 IL1B NM_000576.2 Forward Primer AGCTGAGGAAGATGCTGGTT SEQ ID NO: 1144 Probe TGCCCACAGACCTTCCAGGAGAAT SEQ ID NO: 1145 Reverse Primer GGAAAGAAGGTGCTCAGGTC SEQ ID NO: 1146 IL6 NM_000600.1 Forward Primer CCTGAACCTTCCAAAGATGG SEQ ID NO: 1147 Probe CCAGATTGGAAGCATCCATCTTTTTCA SEQ ID NO: 1148 Reverse Primer ACCAGGCAAGTCTCCTCATT SEQ ID NO: 1149 IL6ST NM_002184.2 Forward Primer GGCCTAATGTTCCAGATCCT SEQ ID NO: 1150 Probe CATATTGCCCAGTGGTCACCTCACA SEQ ID NO: 1151 Reverse Primer AAAATTGTGCCTTGGAGGAG SEQ ID NO: 1152 ILT-2 NM_006669.1 Forward Primer AGCCATCACTCTCAGTGCAG SEQ ID NO: 1153 Probe CAGGTCCTATCGTGGCCCCTGA SEQ ID NO: 1154 Reverse Primer ACTGCAGAGTCAGGGTCTCC SEQ ID NO: 1155 IMP-1 NM_006546.2 Forward Primer GAAAGTGTTTGCGGAGCAC SEQ ID NO: 1156 Probe CTCCTACAGCGGCCAGTTCTTGGT SEQ ID NO: 1157 Reverse Primer GAAGGCGTAGCCGGATTT SEQ ID NO: 1158 IMP2 NM_006548.3 Forward Primer CAATCTGATCCCAGGGTTGAA SEQ ID NO: 1159 Probe CTCAGCGCACTTGGCATCTTTTCAACA SEQ ID NO: 1160 Reverse Primer GGCCCTGCTGGTGGAGATA SEQ ID NO: 1161 ING1L NM_001564.1 Forward Primer TGTTTCCAAGATCCTGCTGA SEQ ID NO: 1162 Probe CCATCTTTGCTTTATCTGAGGCTCGTTC SEQ ID NO: 1163 Reverse Primer TCTTTCTGGTTGGCTGGAAT SEQ ID NO: 1164 ING5 NM_032329.4 Forward Primer CCTACAGCAAGTGCAAGGAA SEQ ID NO: 1165 Probe CCAGCTGCACTTTGTCGTCACTGT SEQ ID NO: 1166 Reverse Primer CATCTCGTAGGTCTGCATGG SEQ ID NO: 1167 INHA NM_002191.2 Forward Primer CCTCCCAGTTTCATCTTCCACTA SEQ ID NO: 1168 Probe ATGTGCAGCCCACAACCACCATGA SEQ ID NO: 1169 Reverse Primer AGGGACTGGAAGGGACAGGTT SEQ ID NO: 1170 INHBA NM_002192.1 Forward Primer GTGCCCGAGCCATATAGCA SEQ ID NO: 1171 Probe ACGTCCGGGTCCTCACTGTCCTTCC SEQ ID NO: 1172 Reverse Primer CGGTAGTGGTTGATGACTGTTGA SEQ ID NO: 1173 INHBB NM_002193.1 Forward Primer AGCCTCCAGGATACCAGCAA SEQ ID NO: 1174 Probe AGCTAAGCTGCCATTTGTCACCG SEQ ID NO: 1175 Reverse Primer TCTCCGACTGACAGGCATTTG SEQ ID NO: 1176 IRS1 NM_005544.1 Forward Primer CCACAGCTCACCTTCTGTCA SEQ ID NO: 1177 Probe TCCATCCCAGCTCCAGCCAG SEQ ID NO: 1178 Reverse Primer CCTCAGTGCCAGTCTCTTCC SEQ ID NO: 1179 ITGA3 NM_002204.1 Forward Primer CCATGATCCTCACTCTGCTG SEQ ID NO: 1180 Probe CACTCCAGACCTCGCTTAGCATGG SEQ ID NO: 1181 Reverse Primer GAAGCTTTGTAGCCGGTGAT SEQ ID NO: 1182 ITGA4 NM_000885.2 Forward Primer CAACGCTTCAGTGATCAATCC SEQ ID NO: 1183 Probe CGATCCTGCATCTGTAAATCGCCC SEQ ID NO: 1184 Reverse Primer GTCTGGCCGGGATTCTTT SEQ ID NO: 1185 ITGA5 NM_002205.1 Forward Primer AGGCCAGCCCTACATTATCA SEQ ID NO: 1186 Probe TCTGAGCCTTGTCCTCTATCCGGC SEQ ID NO: 1187 Reverse Primer GTCTTCTCCACAGTCCAGCA SEQ ID NO: 1188 ITGA6 NM_000210.1 Forward Primer CAGTGACAAACAGCCCTTCC SEQ ID NO: 1189 Probe TCGCCATCTTTTGTGGGATTCCTT SEQ ID NO: 1190 Reverse Primer GTTTAGCCTCATGGGCGTC SEQ ID NO: 1191 ITGA7 NM_002206.1 Forward Primer GATATGATTGGTCGCTGCTTTG SEQ ID NO: 1192 Probe CAGCCAGGACCTGGCCATCCG SEQ ID NO: 1193 Reverse Primer AGAACTTCCATTCCCCACCAT SEQ ID NO: 1194 ITGAV NM_002210.2 Forward Primer ACTCGGACTGCACAAGCTATT SEQ ID NO: 1195 Probe CCGACAGCCACAGAATAACCCAAA SEQ ID NO: 1196 Reverse Primer TGCCATCACCATTGAAATCT SEQ ID NO: 1197 ITGB1 NM_002211.2 Forward Primer TCAGAATTGGATTTGGCTCA SEQ ID NO: 1198 Probe TGCTAATGTAAGGCATCACAGTCTTTTCCA SEQ ID NO: 1199 Reverse Primer CCTGAGCTTAGCTGGTGTTG SEQ ID NO: 1200 ITGB3 NM_000212.1 Forward Primer ACCGGGAGCCCTACATGAC SEQ ID NO: 1201 Probe AAATACCTGCAACCGTTACTGCCGTGAC SEQ ID NO: 1202 Reverse Primer CCTTAAGCTCTTTCACTGACTCAATCT SEQ ID NO: 1203 ITGB4 NM_000213.2 Forward Primer CAAGGTGCCCTCAGTGGA SEQ ID NO: 1204 Probe CACCAACCTGTACCCGTATTGCGA SEQ ID NO: 1205 Reverse Primer GCGCACACCTTCATCTCAT SEQ ID NO: 1206 ITGB5 NM_002213.3 Forward Primer TCGTGAAAGATGACCAGGAG SEQ ID NO: 1207 Probe TGCTATGTTTCTACAAAACCGCCAAGG SEQ ID NO: 1208 Reverse Primer GGTGAACATCATGACGCAGT SEQ ID NO: 1209 K-ras NM_033360.2 Forward Primer GTCAAAATGGGGAGGGACTA SEQ ID NO: 1210 Probe TGTATCTTGTTGAGCTATCCAAACTGCCC SEQ ID NO: 1211 Reverse Primer CAGGACCACCACAGAGTGAG SEQ ID NO: 1212 KCNH2 iso NM_000238.2 Forward Primer GAGCGCAAAGTGGAAATCG SEQ ID NO: 1213 a/b Probe TAGGAAGCAGCTCCCATCTTTCCGGTA SEQ ID NO: 1214 Reverse Primer TCTTCACGGGCACCACATC SEQ ID NO: 1215 KCNH2 iso NM_172057.1 Forward Primer TCCTGCTGCTGGTCATCTAC SEQ ID NO: 1216 a/c Probe TGTCTTCACACCCTACTCGGCTGC SEQ ID NO: 1217 Reverse Primer CCTTCTTCCGTCTCCTTCAG SEQ ID NO: 1218 KCNK4 NM_016611.2 Forward Primer CCTATCAGCCGCTGGTGT SEQ ID NO: 1219 Probe ATCCTGCTCGGCCTGGCTTACTTC SEQ ID NO: 1220 Reverse Primer TGGTGGTGAGCACTGAGG SEQ ID NO: 1221 KDR NM_002253.1 Forward Primer GAGGACGAAGGCCTCTACAC SEQ ID NO: 1222 Probe CAGGCATGCAGTGTTCTTGGCTGT SEQ ID NO: 1223 Reverse Primer AAAAATGCCTCCACTTTTGC SEQ ID NO: 1224 Ki-67 NM_002417.1 Forward Primer CGGACTTTGGGTGCGACTT SEQ ID NO: 1225 Probe CCACTTGTCGAACCACCGCTCGT SEQ ID NO: 1226 Reverse Primer TTACAACTCTTCCACTGGGACGAT SEQ ID NO: 1227 KIAA0125 NM_014792.2 Forward Primer GTGTCCTGGTCCATGTGGT SEQ ID NO: 1228 Probe CACGTGTCTCCACCTCCAAGGAGA SEQ ID NO: 1229 Reverse Primer GGGAGGTGCACACTGAGG SEQ ID NO: 1230 KIF22 NM_007317.1 Forward Primer CTAAGGCACTTGCTGGAAGG SEQ ID NO: 1231 Probe TCCATAGGCAAGCACACTGGCATT SEQ ID NO: 1232 Reverse Primer TCTTCCCAGCTCCTGTGG SEQ ID NO: 1233 KIF2C NM_006845.2 Forward Primer AATTCCTGCTCCAAAAGAAAGTCTT SEQ ID NO: 1234 Probe AAGCCGCTCCACTCGCATGTCC SEQ ID NO: 1235 Reverse Primer CGTGATGCGAAGCTCTGAGA SEQ ID NO: 1236 KIFC1 XM_371813.1 Forward Primer CCACAGGGTTGAAGAACCAG SEQ ID NO: 1237 Probe AGCCAGTTCCTGCTGTTCCTGTCC SEQ ID NO: 1238 Reverse Primer CACCTGATGTGCCAGACTTC SEQ ID NO: 1239 Kitlng NM_000899.1 Forward Primer GTCCCCGGGATGGATGTT SEQ ID NO: 1240 Probe CATCTCGCTTATCCAACAATGACTTGGCA SEQ ID NO: 1241 Reverse Primer GATCAGTCAAGCTGTCTGACAATTG SEQ ID NO: 1242 KLF5 NM_001730.3 Forward Primer GTGCAACCGCAGCTTCTC SEQ ID NO: 1243 Probe CTCTGACCACCTGGCCCTGCATAT SEQ ID NO: 1244 Reverse Primer CGGGCAGTGCTCAGTTCT SEQ ID NO: 1245 KLF6 NM_001300.4 Forward Primer CACGAGACCGGCTACTTCTC SEQ ID NO: 1246 Probe AGTACTCCTCCAGAGACGGCAGCG SEQ ID NO: 1247 Reverse Primer GCTCTAGGCAGGTCTGTTGC SEQ ID NO: 1248 KLK10 NM_002776.1 Forward Primer GCCCAGAGGCTCCATCGT SEQ ID NO: 1249 Probe CCTCTTCCTCCCCAGTCGGCTGA SEQ ID NO: 1250 Reverse Primer CAGAGGTTTGAACAGTGCAGACA SEQ ID NO: 1251 KLK6 NM_002774.2 Forward Primer GACGTGAGGGTCCTGATTCT SEQ ID NO: 1252 Probe TTACCCCAGCTCCATCCTTGCATC SEQ ID NO: 1253 Reverse Primer TCCTCACTCATCACGTCCTC SEQ ID NO: 1254 KLRK1 NM_007360.1 Forward Primer TGAGAGCCAGGCTTCTTGTA SEQ ID NO: 1255 Probe TGTCTCAAAATGCCAGCCTTCTGAA SEQ ID NO: 1256 Reverse Primer ATCCTGGTCCTCTTTGCTGT SEQ ID NO: 1257 KNTC2 NM_006101.1 Forward Primer ATGTGCCAGTGAGCTTGAGT SEQ ID NO: 1258 Probe CCTTGGAGAAACACAAGCACCTGC SEQ ID NO: 1259 Reverse Primer TGAGCCCCTGGTTAACAGTA SEQ ID NO: 1260 KRAS2 NM_004985.3 Forward Primer GAGACCAAGGTTGCAAGGC SEQ ID NO: 1261 Probe AAGCTCAAAGGTTCACACAGGGCC SEQ ID NO: 1262 Reverse Primer CAGTCCATGCTGTGAAACTCTC SEQ ID NO: 1263 KRT19 NM_002276.1 Forward Primer TGAGCGGCAGAATCAGGAGTA SEQ ID NO: 1264 Probe CTCATGGACATCAAGTCGCGGCTG SEQ ID NO: 1265 Reverse Primer TGCGGTAGGTGGCAATCTC SEQ ID NO: 1266 KRT8 NM_002273.1 Forward Primer GGATGAAGCTTACATGAACAAGGTAGA SEQ ID NO: 1267 Probe CGTCGGTCAGCCCTTCCAGGC SEQ ID NO: 1268 Reverse Primer CATATAGCTGCCTGAGGAAGTTGAT SEQ ID NO: 1269 LAMA3 NM_000227.2 Forward Primer CAGATGAGGCACATGGAGAC SEQ ID NO: 1270 Probe CTGATTCCTCAGGTCCTTGGCCTG SEQ ID NO: 1271 Reverse Primer TTGAAATGGCAGAACGGTAG SEQ ID NO: 1272 LAMB3 NM_000228.1 Forward Primer ACTGACCAAGCCTGAGACCT SEQ ID NO: 1273 Probe CCACTCGCCATACTGGGTGCAGT SEQ ID NO: 1274 Reverse Primer GTCACACTTGCAGCATTTCA SEQ ID NO: 1275 LAMC2 NM_005562.1 Forward Primer ACTCAAGCGGAAATTGAAGCA SEQ ID NO: 1276 Probe AGGTCTTATCAGCACAGTCTCCGCCTCC SEQ ID NO: 1277 Reverse Primer ACTCCCTGAAGCCGAGACACT SEQ ID NO: 1278 LAT NM_014387.2 Forward Primer GTGAACGTTCCGGAGAGC SEQ ID NO: 1279 Probe ATCCAGAGACGCTTCTGCGCTCTC SEQ ID NO: 1280 Reverse Primer ACATTCACATACTCCCGGCT SEQ ID NO: 1281 LCN2 NM_005564.2 Forward Primer CGCTGGGCAACATTAAGAG SEQ ID NO: 1282 Probe TCACCACTCGGACGAGGTAACTCG SEQ ID NO: 1283 Reverse Primer AGCATGCTGGTTGTAGTTGGT SEQ ID NO: 1284 LDLRAP1 NM_015627.1 Forward Primer CAGTGCCTCTCGCCTGTC SEQ ID NO: 1285 Probe ACTGGGACAAGCCTGACAGCAGC SEQ ID NO: 1286 Reverse Primer TGAAGAGGTCATCCTGCTCTG SEQ ID NO: 1287 LEF NM_016269.2 Forward Primer GATGACGGAAAGCATCCAG SEQ ID NO: 1288 Probe TGGAGGCCTCTACAACAAGGGACC SEQ ID NO: 1289 Reverse Primer CCCGGAATAACTCGAGTAGGA SEQ ID NO: 1290 LGALS3 NM_002306.1 Forward Primer AGCGGAAAATGGCAGACAAT SEQ ID NO: 1291 Probe ACCCAGATAACGCATCATGGAGCGA SEQ ID NO: 1292 Reverse Primer CTTGAGGGTTTGGGTTTCCA SEQ ID NO: 1293 LGMN NM_001008530.1 Forward Primer TTGGTGCCGTTCCTATAGATG SEQ ID NO: 1294 Probe CAGTGCTTGCCTCCATCTTCAGGA SEQ ID NO: 1295 Reverse Primer GAACCTGCCACGATCACC SEQ ID NO: 1296 LILRB3 NM_006864.1 Forward Primer CACCTGGTCTGGGAAGATACC SEQ ID NO: 1297 Probe ACCGAGACCCCAATCAAAACCTCC SEQ ID NO: 1298 Reverse Primer AAGAGCAGCAGGACGAAGG SEQ ID NO: 1299 LMNB1 NM_005573.1 Forward Primer TGCAAACGCTGGTGTCACA SEQ ID NO: 1300 Probe CAGCCCCCCAACTGACCTCATC SEQ ID NO: 1301 Reverse Primer CCCCACGAGTTCTGGTTCTTC SEQ ID NO: 1302 LMYC NM_012421.1 Forward Primer CCCATCCAGAACACTGATTG SEQ ID NO: 1303 Probe TGACCTCCATCCCTTTCACTTGAATG SEQ ID NO: 1304 Reverse Primer CTGCTTTCTATGCACCCTTTC SEQ ID NO: 1305 LOX NM_002317.3 Forward Primer CCAATGGGAGAACAACGG SEQ ID NO: 1306 Probe CAGGCTCAGCAAGCTGAACACCTG SEQ ID NO: 1307 Reverse Primer CGCTGAGGCTGGTACTGTG SEQ ID NO: 1308 LOXL2 NM_002318.1 Forward Primer TCAGCGGGCTCTTAAACAA SEQ ID NO: 1309 Probe CAGCTGTCCCCGCAGTAAAGAAGC SEQ ID NO: 1310 Reverse Primer AAGACAGGAGTTGACCACGC SEQ ID NO: 1311 LRP5 NM_002335.1 Forward Primer CGACTATGACCCACTGGACA SEQ ID NO: 1312 Probe CGCCCATCCACCCAGTAGATGAAC SEQ ID NO: 1313 Reverse Primer CTTGGCTCGCTTGATGTTC SEQ ID NO: 1314 LRP6 NM_002336.1 Forward Primer GGATGTAGCCATCTCTGCCT SEQ ID NO: 1315 Probe ATAGACCTCAGGGCCTTCGCTGTG SEQ ID NO: 1316 Reverse Primer AGTTCAAAGCCAATAGGGCA SEQ ID NO: 1317 LY6D NM_003695.2 Forward Primer AATGCTGATGACTTGGAGCAG SEQ ID NO: 1318 Probe CACAGACCCCACAGAGGATGAAGC SEQ ID NO: 1319 Reverse Primer CTGCATCCTCTGTGGGGT SEQ ID NO: 1320 MAD NM_002357.1 Forward Primer TGGTTCTGATTAGGTAACGTATTGGA SEQ ID NO: 1321 Probe CTGCCCACAACTCCCTTGCACGTAA SEQ ID NO: 1322 Reverse Primer GGTCAAGGTGGGACACTGAAG SEQ ID NO: 1323 MAD1L1 NM_003550.1 Forward Primer AGAAGCTGTCCCTGCAAGAG SEQ ID NO: 1324 Probe CATGTTCTTCACAATCGCTGCATCC SEQ ID NO: 1325 Reverse Primer AGCCGTACCAGCTCAGACTT SEQ ID NO: 1326 MAD2L1 NM_002358.2 Forward Primer CCGGGAGCAGGGAATCAC SEQ ID NO: 1327 Probe CGGCCACGATTTCGGCGCT SEQ ID NO: 1328 Reverse Primer ATGCTGTTGATGCCGAATGA SEQ ID NO: 1329 MADH2 NM_005901.2 Forward Primer GCTGCCTTTGGTAAGAACATGTC SEQ ID NO: 1330 Probe TCCATCTTGCCATTCACGCCGC SEQ ID NO: 1331 Reverse Primer ATCCCAGCAGTCTCTTCACAACT SEQ ID NO: 1332 MADH4 NM_005359.3 Forward Primer GGACATTACTGGCCTGTTCACA SEQ ID NO: 1333 Probe TGCATTCCAGCCTCCCATTTCCA SEQ ID NO: 1334 Reverse Primer ACCAATACTCAGGAGCAGGATGA SEQ ID NO: 1335 MADH7 NM_005904.1 Forward Primer TCCATCAAGGCTTTCGACTA SEQ ID NO: 1336 Probe CTGCAGGCTGTACGCCTTCTCG SEQ ID NO: 1337 Reverse Primer CTGCTGCATAAACTCGTGGT SEQ ID NO: 1338 MAP2 NM_031846.1 Forward Primer CGGACCACCAGGTCAGAG SEQ ID NO: 1339 Probe CCACTCTTCCCTGCTCTGCGAATT SEQ ID NO: 1340 Reverse Primer CAGGGGTAGTGGGTGTTGAG SEQ ID NO: 1341 MAP2K1 NM_002755.2 Forward Primer GCCTTTCTTACCCAGAAGCAGAA SEQ ID NO: 1342 Probe TCTCAAAGTCGTCATCCTTCAGTTCTCCCA SEQ ID NO: 1343 Reverse Primer CAGCCCCCAGCTCACTGAT SEQ ID NO: 1344 MAP3K1 XM_042066.8 Forward Primer GGTTGGCATCAAAAGGAACT SEQ ID NO: 1345 Probe AATTGTCCCTGAAACTCTCCTGCACC SEQ ID NO: 1346 Reverse Primer TGCCATAAATGCAATTGTCC SEQ ID NO: 1347 MAPK14 NM_139012.1 Forward Primer TGAGTGGAAAAGCCTGACCTATG SEQ ID NO: 1348 Probe TGAAGTCATCAGCTTTGTGCCACCACC SEQ ID NO: 1349 Reverse Primer GGACTCCATCTCTTCTTGGTCAA SEQ ID NO: 1350 Maspin NM_002639.1 Forward Primer CAGATGGCCACTTTGAGAACATT SEQ ID NO: 1351 Probe AGCTGACAACAGTGTGAACGACCAGACC SEQ ID NO: 1352 Reverse Primer GGCAGCATTAACCACAAGGATT SEQ ID NO: 1353 MAX NM_002382.3 Forward Primer CAAACGGGCTCATCATAATGC SEQ ID NO: 1354 Probe TGATGTGGTCCCTACGTTTTCGTTCCA SEQ ID NO: 1355 Reverse Primer TCCCGCAAACTGTGAAAGCT SEQ ID NO: 1356 MCM2 NM_004526.1 Forward Primer GACTTTTGCCCGCTACCTTTC SEQ ID NO: 1357 Probe ACAGCTCATTGTTGTCACGCCGGA SEQ ID NO: 1358 Reverse Primer GCCACTAACTGCTTCAGTATGAAGAG SEQ ID NO: 1359 MCM3 NM_002388.2 Forward Primer GGAGAACAATCCCCTTGAGA SEQ ID NO: 1360 Probe TGGCCTTTCTGTCTACAAGGATCACCA SEQ ID NO: 1361 Reverse Primer ATCTCCTGGATGGTGATGGT SEQ ID NO: 1362 MCM6 NM_005915.2 Forward Primer TGATGGTCCTATGTGTCACATTCA SEQ ID NO: 1363 Probe CAGGTTTCATACCAACACAGGCTTCAGCAC SEQ ID NO: 1364 Reverse Primer TGGGACAGGAAACACACCAA SEQ ID NO: 1365 MCP1 NM_002982.1 Forward Primer CGCTCAGCCAGATGCAATC SEQ ID NO: 1366 Probe TGCCCCAGTCACCTGCTGTTA SEQ ID NO: 1367 Reverse Primer GCACTGAGATCTTCCTATTGGTGAA SEQ ID NO: 1368 MDK NM_002391.2 Forward Primer GGAGCCGACTGCAAGTACA SEQ ID NO: 1369 Probe ATCACACGCACCCCAGTTCTCAAA SEQ ID NO: 1370 Reverse Primer GACTTTGGTGCCTGTGCC SEQ ID NO: 1371 MDM2 NM_002392.1 Forward Primer CTACAGGGACGCCATCGAA SEQ ID NO: 1372 Probe CTTACACCAGCATCAAGATCCGG SEQ ID NO: 1373 Reverse Primer ATCCAACCAATCACCTGAATGTT SEQ ID NO: 1374 MGAT5 NM_002410.2 Forward Primer GGAGTCGAAGGTGGACAATC SEQ ID NO: 1375 Probe AATGGCACCGGAACAAACTCAACC SEQ ID NO: 1376 Reverse Primer TGGGAACAGCTGTAGTGGAGT SEQ ID NO: 1377 MGMT NM_002412.1 Forward Primer GTGAAATGAAACGCACCACA SEQ ID NO: 1378 Probe CAGCCCTTTGGGGAAGCTGG SEQ ID NO: 1379 Reverse Primer GACCCTGCTCACAACCAGAC SEQ ID NO: 1380 mGST1 NM_020300.2 Forward Primer ACGGATCTACCACACCATTGC SEQ ID NO: 1381 Probe TTTGACACCCCTTCCCCAGCCA SEQ ID NO: 1382 Reverse Primer TCCATATCCAACAAAAAAACTCAAAG SEQ ID NO: 1383 MMP1 NM_002421.2 Forward Primer GGGAGATCATCGGGACAACTC SEQ ID NO: 1384 Probe AGCAAGATTTCCTCCAGGTCCATCAAAAGG SEQ ID NO: 1385 Reverse Primer GGGCCTGGTTGAAAAGCAT SEQ ID NO: 1386 MMP12 NM_002426.1 Forward Primer CCAACGCTTGCCAAATCCT SEQ ID NO: 1387 Probe AACCAGCTCTCTGTGACCCCAATT SEQ ID NO: 1388 Reverse Primer ACGGTAGTGACAGCATCAAAACTC SEQ ID NO: 1389 MMP2 NM_004530.1 Forward Primer CCATGATGGAGAGGCAGACA SEQ ID NO: 1390 Probe CTGGGAGCATGGCGATGGATACCC SEQ ID NO: 1391 Reverse Primer GGAGTCCGTCCTTACCGTCAA SEQ ID NO: 1392 MMP7 NM_002423.2 Forward Primer GGATGGTAGCAGTCTAGGGATTAACT SEQ ID NO: 1393 Probe CCTGTATGCTGCAACTCATGAACTTGGC SEQ ID NO: 1394 Reverse Primer GGAATGTCCCATACCCAAAGAA SEQ ID NO: 1395 MMP9 NM_004994.1 Forward Primer GAGAACCAATCTCACCGACA SEQ ID NO: 1396 Probe ACAGGTATTCCTCTGCCAGCTGCC SEQ ID NO: 1397 Reverse Primer CACCCGAGTGTAACCATAGC SEQ ID NO: 1398 MRP1 NM_004996.2 Forward Primer TCATGGTGCCCGTCAATG SEQ ID NO: 1399 Probe ACCTGATACGTCTTGGTCTTCATCGCCAT SEQ ID NO: 1400 Reverse Primer CGATTGTCTTTGCTCTTCATGTG SEQ ID NO: 1401 MRP2 NM_000392.1 Forward Primer AGGGGATGACTTGGACACAT SEQ ID NO: 1402 Probe CTGCCATTCGACATGACTGCAATTT SEQ ID NO: 1403 Reverse Primer AAAACTGCATGGCTTTGTCA SEQ ID NO: 1404 MRP3 NM_003786.2 Forward Primer TCATCCTGGCGATCTACTTCCT SEQ ID NO: 1405 Probe TCTGTCCTGGCTGGAGTCGCTTTCAT SEQ ID NO: 1406 Reverse Primer CCGTTGAGTGGAATCAGCAA SEQ ID NO: 1407 MRP4 NM_005845.1 Forward Primer AGCGCCTGGAATCTACAACT SEQ ID NO: 1408 Probe CGGAGTCCAGTGTTTTCCCACTTG SEQ ID NO: 1409 Reverse Primer AGAGCCCCTGGAGAGAAGAT SEQ ID NO: 1410 MRPL40 NM_003776.2 Forward Primer ACTTGCAGGCTGCTATCCTT SEQ ID NO: 1411 Probe TTCCTACTCTCAGGGGCAGCATGTT SEQ ID NO: 1412 Reverse Primer AGCAGACTTGAACCCTGGTC SEQ ID NO: 1413 MSH2 NM_000251.1 Forward Primer GATGCAGAATTGAGGCAGAC SEQ ID NO: 1414 Probe CAAGAAGATTTACTTCGTCGATTCCCAGA SEQ ID NO: 1415 Reverse Primer TCTTGGCAAGTCGGTTAAGA SEQ ID NO: 1416 MSH3 NM_002439.1 Forward Primer TGATTACCATCATGGCTCAGA SEQ ID NO: 1417 Probe TCCCAATTGTCGCTTCTTCTGCAG SEQ ID NO: 1418 Reverse Primer CTTGTGAAAATGCCATCCAC SEQ ID NO: 1419 MSH6 NM_000179.1 Forward Primer TCTATTGGGGGATTGGTAGG SEQ ID NO: 1420 Probe CCGTTACCAGCTGGAAATTCCTGAGA SEQ ID NO: 1421 Reverse Primer CAAATTGCGAGTGGTGAAAT SEQ ID NO: 1422 MT3 NM_005954.1 Forward Primer GTGTGAGAAGTGTGCCAAGG SEQ ID NO: 1423 Probe CTCTCCGCCTTTGCACACACAGT SEQ ID NO: 1424 Reverse Primer CTGCACTTCTCTGCTTCTGC SEQ ID NO: 1425 MTA1 NM_004689.2 Forward Primer CCGCCCTCACCTGAAGAGA SEQ ID NO: 1426 Probe CCCAGTGTCCGCCAAGGAGCG SEQ ID NO: 1427 Reverse Primer GGAATAAGTTAGCCGCGCTTCT SEQ ID NO: 1428 MUC1 NM_002456.1 Forward Primer GGCCAGGATCTGTGGTGGTA SEQ ID NO: 1429 Probe CTCTGGCCTTCCGAGAAGGTACC SEQ ID NO: 1430 Reverse Primer CTCCACGTCGTGGACATTGA SEQ ID NO: 1431 MUC2 NM_002457.1 Forward Primer CTATGAGCCATGTGGGAACC SEQ ID NO: 1432 Probe AGCTTCGAGACCTGCAGGACCATC SEQ ID NO: 1433 Reverse Primer ATGTTGGAGTGGATGCCG SEQ ID NO: 1434 MUC5B XM_039877.11 Forward Primer TGCCCTTGCACTGTCCTAA SEQ ID NO: 1435 Probe TCAGCCATCCTGCACACCTACACC SEQ ID NO: 1436 Reverse Primer CAGCCACACTCATCCACG SEQ ID NO: 1437 MUTYH NM_012222.1 Forward Primer GTACGACCAAGAGAAACGGG SEQ ID NO: 1438 Probe TCTGCCCGTCTTCTCCATGGTAGG SEQ ID NO: 1439 Reverse Primer CCTGTCCAGGTCCATCTCA SEQ ID NO: 1440 MVP NM_017458.1 Forward Primer ACGAGAACGAGGGCATCTATGT SEQ ID NO: 1441 Probe CGCACCTTTCCGGTCTTGACATCCT SEQ ID NO: 1442 Reverse Primer GCATGTAGGTGCTTCCAATCAC SEQ ID NO: 1443 MX1 NM_002462.2 Forward Primer GAAGGAATGGGAATCAGTCATGA SEQ ID NO: 1444 Probe TCACCCTGGAGATCAGCTCCCGA SEQ ID NO: 1445 Reverse Primer GTCTATTAGAGTCAGATCCGGGACAT SEQ ID NO: 1446 MXD4 NM_006454.2 Forward Primer AGAAACTGGAGGAGCAGGAC SEQ ID NO: 1447 Probe TGCAGCTGCTCCTTGATGCTCAGT SEQ ID NO: 1448 Reverse Primer CTTCAGGAAACGATGCTCCT SEQ ID NO: 1449 MYBL2 NM_002466.1 Forward Primer GCCGAGATCGCCAAGATG SEQ ID NO: 1450 Probe CAGCATTGTCTGTCCTCCCTGGCA SEQ ID NO: 1451 Reverse Primer CTTTTGATGGTAGAGTTCCAGTGATTC SEQ ID NO: 1452 MYH11 NM_002474.1 Forward Primer CGGTACTTCTCAGGGCTAATATATACG SEQ ID NO: 1453 Probe CTCTTCTGCGTGGTGGTCAACCCCTA SEQ ID NO: 1454 Reverse Primer CCGAGTAGATGGGCAGGTGTT SEQ ID NO: 1455 MYLK NM_053025.1 Forward Primer TGACGGAGCGTGAGTGCAT SEQ ID NO: 1456 Probe CCCTCCGAGATCTGCCGCATGTACT SEQ ID NO: 1457 Reverse Primer ATGCCCTGCTTGTGGATGTAC SEQ ID NO: 1458 NAT2 NM_000015.1 Forward Primer TAACTGACATTCTTGAGCACCAGAT SEQ ID NO: 1459 Probe CGGGCTGTTCCCTTTGAGAACCTTAACA SEQ ID NO: 1460 Reverse Primer ATGGCTTGCCCACAATGC SEQ ID NO: 1461 NAV2 NM_182964.3 Forward Primer CTCTCCCAGCACAGCTTGA SEQ ID NO: 1462 Probe CCTCACTGAGTCAACCAGCCTGGA SEQ ID NO: 1463 Reverse Primer CACCAGTGTCATCCAGCAAC SEQ ID NO: 1464 NCAM1 NM_000615.1 Forward Primer TAGTTCCCAGCTGACCATCA SEQ ID NO: 1465 Probe CTCAGCCTCGTCGTTCTTATCCACC SEQ ID NO: 1466 Reverse Primer CAGCCTTGTTCTCAGCAATG SEQ ID NO: 1467 NDE1 NM_017668.1 Forward Primer CTACTGCGGAAAGTCGGG SEQ ID NO: 1468 Probe CTGGAGTCCAAACTCGCTTCCTGC SEQ ID NO: 1469 Reverse Primer GGACTGATCGTACACGAGGTT SEQ ID NO: 1470 NDRG1 NM_006096.2 Forward Primer AGGGCAACATTCCACAGC SEQ ID NO: 1471 Probe CTGCAAGGACACTCATCACAGCCA SEQ ID NO: 1472 Reverse Primer CAGTGCTCCTACTCCGGC SEQ ID NO: 1473 NDUFS3 NM_004551.1 Forward Primer TATCCATCCTGATGGCGTC SEQ ID NO: 1474 Probe CCCAGTGCTGACTTTCCTCAGGGA SEQ ID NO: 1475 Reverse Primer TTGAACTGTGCATTGGTGTG SEQ ID NO: 1476 NEDD8 NM_006156.1 Forward Primer TGCTGGCTACTGGGTGTTAGT SEQ ID NO: 1477 Probe TGCAGTCCTGTGTGCTTCCCTCTC SEQ ID NO: 1478 Reverse Primer GACAACCAGGGACACAGTCA SEQ ID NO: 1479 NEK2 NM_002497.1 Forward Primer GTGAGGCAGCGCGACTCT SEQ ID NO: 1480 Probe TGCCTTCCCGGGCTGAGGACT SEQ ID NO: 1481 Reverse Primer TGCCAATGGTGTACAACACTTCA SEQ ID NO: 1482 NF2 NM_000268.2 Forward Primer ACTCCAGAGCTGACCTCCAC SEQ ID NO: 1483 Probe CTACAATGACTTCCCAGGCTGGGC SEQ ID NO: 1484 Reverse Primer TCAGGGCTTCAGTGTCTCAC SEQ ID NO: 1485 NFKBp50 NM_003998.1 Forward Primer CAGACCAAGGAGATGGACCT SEQ ID NO: 1486 Probe AAGCTGTAAACATGAGCCGCACCA SEQ ID NO: 1487 Reverse Primer AGCTGCCAGTGCTATCCG SEQ ID NO: 1488 NFKBp65 NM_021975.1 Forward Primer CTGCCGGGATGGCTTCTAT SEQ ID NO: 1489 Probe CTGAGCTCTGCCCGGACCGCT SEQ ID NO: 1490 Reverse Primer CCAGGTTCTGGAAACTGTGGAT SEQ ID NO: 1491 NISCH NM_007184.1 Forward Primer CCAAGGAATCATGTTCGTTCAG SEQ ID NO: 1492 Probe TGGCCAGCAGCCTCTCGTCCAC SEQ ID NO: 1493 Reverse Primer TGGTGCTCGGGAGTCAGACT SEQ ID NO: 1494 Nkd-1 NM_033119.3 Forward Primer GAGAGAGTGAGCGAACCCTG SEQ ID NO: 1495 Probe CCAGGCTCCAAGAAGCAGCTGAAG SEQ ID NO: 1496 Reverse Primer CGTCGCACTGGAGCTCTT SEQ ID NO: 1497 NMB NM_021077.1 Forward Primer GGCTGCTGGTACAAATACTGC SEQ ID NO: 1498 Probe TGTCTGCCCCTATTATTGGTGTCATTTCT SEQ ID NO: 1499 Reverse Primer CAATCTAAGCCACGCTGTTG SEQ ID NO: 1500 NMBR NM_002511.1 Forward Primer TGATCCATCTCTAGGCCACA SEQ ID NO: 1501 Probe TTGTCACCTTAGTTGCCCGGGTTC SEQ ID NO: 1502 Reverse Primer GAGCAAATGGGTTGACACAA SEQ ID NO: 1503 NME1 NM_000269.1 Forward Primer CCAACCCTGCAGACTCCAA SEQ ID NO: 1504 Probe CCTGGGACCATCCGTGGAGACTTCT SEQ ID NO: 1505 Reverse Primer ATGTATAATGTTCCTGCCAACTTGTATG SEQ ID NO: 1506 NOS3 NM_000603.2 Forward Primer ATCTCCGCCTCGCTCATG SEQ ID NO: 1507 Probe TTCACTCGCTTCGCCATCACCG SEQ ID NO: 1508 Reverse Primer TCGGAGCCATACAGGATTGTC SEQ ID NO: 1509 NOTCH1 NM_017617.2 Forward Primer CGGGTCCACCAGTTTGAATG SEQ ID NO: 1510 Probe CCGCTCTGCAGCCGGGACA SEQ ID NO: 1511 Reverse Primer GTTGTATTGGTTCGGCACCAT SEQ ID NO: 1512 NOTCH2 NM_024408.2 Forward Primer CACTTCCCTGCTGGGATTAT SEQ ID NO: 1513 Probe CCGTGTTGCACAGCTCATCACACT SEQ ID NO: 1514 Reverse Primer AGTTGTCAAACAGGCACTCG SEQ ID NO: 1515 NPM1 NM_002520.2 Forward Primer AATGTTGTCCAGGTTCTATTGC SEQ ID NO: 1516 Probe AACAGGCATTTTGGACAACACATTCTTG SEQ ID NO: 1517 Reverse Primer CAAGCAAAGGGTGGAGTTC SEQ ID NO: 1518 NR4A1 NM_002135.2 Forward Primer CACAGCTTGCTTGTCGATGTC SEQ ID NO: 1519 Probe CCTTCGCCTGCCTCTCTGCCC SEQ ID NO: 1520 Reverse Primer ATGCCGGTCGGTGATGAG SEQ ID NO: 1521 NRG1 NM_013957.1 Forward Primer CGAGACTCTCCTCATAGTGAAAGGTAT SEQ ID NO: 1522 Probe ATGACCACCCCGGCTCGTATGTCA SEQ ID NO: 1523 Reverse Primer CTTGGCGTGTGGAAATCTACAG SEQ ID NO: 1524 NRP1 NM_003873.1 Forward Primer CAGCTCTCTCCACGCGATTC SEQ ID NO: 1525 Probe CAGGATCTACCCCGAGAGAGCCACTCAT SEQ ID NO: 1526 Reverse Primer CCCAGCAGCTCCATTCTGA SEQ ID NO: 1527 NRP2 NM_003872.1 Forward Primer CTACAGCCTAAACGGCAAGG SEQ ID NO: 1528 Probe AGGACCCCAGGACCCAGCAG SEQ ID NO: 1529 Reverse Primer GTTCCCTTCGAACAGCTTTG SEQ ID NO: 1530 NTN1 NM_004822.1 Forward Primer AGAAGGACTATGCCGTCCAG SEQ ID NO: 1531 Probe ATCCACATCCTGAAGGCGGACAAG SEQ ID NO: 1532 Reverse Primer CCGTGAACTTCCACCAGTC SEQ ID NO: 1533 NUFIP1 NM_012345.1 Forward Primer GCTTCCACATCGTGGTATTG SEQ ID NO: 1534 Probe CTTCTGATAGGTTTCCTCGGCATCAGA SEQ ID NO: 1535 Reverse Primer AACTGCAGGGTTGAAGGACT SEQ ID NO: 1536 ODC1 NM_002539.1 Forward Primer AGAGATCACCGGCGTAATCAA SEQ ID NO: 1537 Probe CCAGCGTTGGACAAATACTTTCCGTCA SEQ ID NO: 1538 Reverse Primer CGGGCTCAGCTATGATTCTCA SEQ ID NO: 1539 OPN, NM_000582.1 Forward Primer CAACCGAAGTTTTCACTCCAGTT SEQ ID NO: 1540 osteopontin Probe TCCCCACAGTAGACACATATGATGGCCG SEQ ID NO: 1541 Reverse Primer CCTCAGTCCATAAACCACACTATCA SEQ ID NO: 1542 ORC1L NM_004153.2 Forward Primer TCCTTGACCATACCGGAGG SEQ ID NO: 1543 Probe TGCATGTACATCTCCGGTGTCCCT SEQ ID NO: 1544 Reverse Primer CAGTGGCAGTCTTCCCTGTC SEQ ID NO: 1545 OSM NM_020530.3 Forward Primer GTTTCTGAAGGGGAGGTCAC SEQ ID NO: 1546 Probe CTGAGCTGGCCTCCTATGCCTCAT SEQ ID NO: 1547 Reverse Primer AGGTGTCTGGTTTGGGACA SEQ ID NO: 1548 OSMR NM_003999.1 Forward Primer GCTCATCATGGTCATGTGCT SEQ ID NO: 1549 Probe CAGGTCTCCTTGATCCACTGACTTTTCA SEQ ID NO: 1550 Reverse Primer TGTAAGGGTCAGGGATGTCA SEQ ID NO: 1551 P14ARF S78535.1 Forward Primer CCCTCGTGCTGATGCTACT SEQ ID NO: 1552 Probe CTGCCCTAGACGCTGGCTCCTC SEQ ID NO: 1553 Reverse Primer CATCATGACCTGGTCTTCTAGG SEQ ID NO: 1554 p16-INK4 L27211.1 Forward Primer GCGGAAGGTCCCTCAGACA SEQ ID NO: 1555 Probe CTCAGAGCCTCTCTGGTTCTTTCAATCGG SEQ ID NO: 1556 Reverse Primer TGATGATCTAAGTTTCCCGAGGTT SEQ ID NO: 1557 p21 NM_000389.1 Forward Primer TGGAGACTCTCAGGGTCGAAA SEQ ID NO: 1558 Probe CGGCGGCAGACCAGCATGAC SEQ ID NO: 1559 Reverse Primer GGCGTTTGGAGTGGTAGAAATC SEQ ID NO: 1560 p27 NM_004064.1 Forward Primer CGGTGGACCACGAAGAGTTAA SEQ ID NO: 1561 Probe CCGGGACTTGGAGAAGCACTGCA SEQ ID NO: 1562 Reverse Primer GGCTCGCCTCTTCCATGTC SEQ ID NO: 1563 P53 NM_000546.2 Forward Primer CTTTGAACCCTTGCTTGCAA SEQ ID NO: 1564 Probe AAGTCCTGGGTGCTTCTGACGCACA SEQ ID NO: 1565 Reverse Primer CCCGGGACAAAGCAAATG SEQ ID NO: 1566 p53R2 AB036063.1 Forward Primer CCCAGCTAGTGTTCCTCAGA SEQ ID NO: 1567 Probe TCGGCCAGCTTTTTCCAATCTTTG SEQ ID NO: 1568 Reverse Primer CCGTAAGCCCTTCCTCTATG SEQ ID NO: 1569 PADI4 NM_012387.1 Forward Primer AGCAGTGGCTTGCTTTCTTC SEQ ID NO: 1570 Probe CCTGTGATGTCCCAGTTTCCCACTC SEQ ID NO: 1571 Reverse Primer TGCTAGGACCATGTTGGGAT SEQ ID NO: 1572 PAI1 NM_000602.1 Forward Primer CCGCAACGTGGTTTTCTCA SEQ ID NO: 1573 Probe CTCGGTGTTGGCCATGCTCCAG SEQ ID NO: 1574 Reverse Primer TGCTGGGTTTCTCCTCCTGTT SEQ ID NO: 1575 Pak1 NM_002576.3 Forward Primer GAGCTGTGGGTTGTTATGGA SEQ ID NO: 1576 Probe ACATCTGTCAAGGAGCCTCCAGCC SEQ ID NO: 1577 Reverse Primer CCATGCAAGTTTCTGTCACC SEQ ID NO: 1578 PARC NM_015089.1 Forward Primer GGAGCTGACCTGCTTCCTAC SEQ ID NO: 1579 Probe TCCTTATGCATCGAGGCCAGGC SEQ ID NO: 1580 Reverse Primer AGCAGAGCACCACAGCATAG SEQ ID NO: 1581 PCAF NM_003884.3 Forward Primer AGGTGGCTGTGTTACTGCAA SEQ ID NO: 1582 Probe TGCCACAGTTCTGCGACAGTCTACC SEQ ID NO: 1583 Reverse Primer CACCTGTGTGGTTTCGTACC SEQ ID NO: 1584 PCNA NM_002592.1 Forward Primer GAAGGTGTTGGAGGCACTCAAG SEQ ID NO: 1585 Probe ATCCCAGCAGGCCTCGTTGATGAG SEQ ID NO: 1586 Reverse Primer GGTTTACACCGCTGGAGCTAA SEQ ID NO: 1587 PDGFA NM_002607.2 Forward Primer TTGTTGGTGTGCCCTGGTG SEQ ID NO: 1588 Probe TGGTGGCGGTCACTCCCTCTGC SEQ ID NO: 1589 Reverse Primer TGGGTTCTGTCCAAACACTGG SEQ ID NO: 1590 PDGFB NM_002608.1 Forward Primer ACTGAAGGAGACCCTTGGAG SEQ ID NO: 1591 Probe TCTCCTGCCGATGCCCCTAGG SEQ ID NO: 1592 Reverse Primer TAAATAACCCTGCCCACACA SEQ ID NO: 1593 PDGFC NM_016205.1 Forward Primer AGTTACTAAAAAATACCACGAGGTCCTT SEQ ID NO: 1594 Probe CCCTGACACCGGTCTTTGGTCTCAACT SEQ ID NO: 1595 Reverse Primer GTCGGTGAGTGATTTGTGCAA SEQ ID NO: 1596 PDGFD NM_025208.2 Forward Primer TATCGAGGCAGGTCATACCA SEQ ID NO: 1597 Probe TCCAGGTCAACTTTTGACTTCCGGT SEQ ID NO: 1598 Reverse Primer TAACGCTTGGCATCATCATT SEQ ID NO: 1599 PDGFRa NM_006206.2 Forward Primer GGGAGTTTCCAAGAGATGGA SEQ ID NO: 1600 Probe CCCAAGACCCGACCAAGCACTAG SEQ ID NO: 1601 Reverse Primer CTTCAACCACCTTCCCAAAC SEQ ID NO: 1602 PDGFRb NM_002609.2 Forward Primer CCAGCTCTCCTTCCAGCTAC SEQ ID NO: 1603 Probe ATCAATGTCCCTGTCCGAGTGCTG SEQ ID NO: 1604 Reverse Primer GGGTGGCTCTCACTTAGCTC SEQ ID NO: 1605 PFN1 NM_005022.2 Forward Primer GGAAAACGTTCGTCAACATC SEQ ID NO: 1606 Probe CAACCAGGACACCCACCTCAGCT SEQ ID NO: 1607 Reverse Primer AAAACTTGACCGGTCTTTGC SEQ ID NO: 1608 PFN2 NM_053024.1 Forward Primer TCTATACGTCGATGGTGACTGC SEQ ID NO: 1609 Probe CTCCCCACCTTGACTCTTTGTCCG SEQ ID NO: 1610 Reverse Primer GCCGACAGCCACATTGTAT SEQ ID NO: 1611 PGK1 NM_000291.1 Forward Primer AGAGCCAGTTGCTGTAGAACTCAA SEQ ID NO: 1612 Probe TCTCTGCTGGGCAAGGATGTTCTGTTC SEQ ID NO: 1613 Reverse Primer CTGGGCCTACACAGTCCTTCA SEQ ID NO: 1614 PI3K NM_002646.2 Forward Primer TGCTACCTGGACAGCCCG SEQ ID NO: 1615 Probe TCCTCCTGAAACGAGCTGTGTCTGACTT SEQ ID NO: 1616 Reverse Primer AGGCCGTCCTTCAGTAACCA SEQ ID NO: 1617 PI3KC2A NM_002645.1 Forward Primer ATACCAATCACCGCACAAACC SEQ ID NO: 1618 Probe TGCGCTGTGACTGGACTTAACAAATAGCCT SEQ ID NO: 1619 Reverse Primer CACACTAGCATTTTCTCCGCATA SEQ ID NO: 1620 PIK3CA NM_006218.1 Forward Primer GTGATTGAAGAGCATGCCAA SEQ ID NO: 1621 Probe TCCTGCTTCTCGGGATACAGACCA SEQ ID NO: 1622 Reverse Primer GTCCTGCGTGGGAATAGC SEQ ID NO: 1623 PIM1 NM_002648.2 Forward Primer CTGCTCAAGGACACCGTCTA SEQ ID NO: 1624 Probe TACACTCGGGTCCCATCGAAGTCC SEQ ID NO: 1625 Reverse Primer GGATCCACTCTGGAGGGC SEQ ID NO: 1626 Pin1 NM_006221.1 Forward Primer GATCAACGGCTACATCCAGA SEQ ID NO: 1627 Probe TCAAAGTCCTCCTCTCCCGACTTGA SEQ ID NO: 1628 Reverse Primer TGAACTGTGAGGCCAGAGAC SEQ ID NO: 1629 PKD1 NM_000296.2 Forward Primer CAGCACCAGCGATTACGAC SEQ ID NO: 1630 Probe AGCCATTGTGAGGACTCTCCCAGC SEQ ID NO: 1631 Reverse Primer CTGAATAGGCCCACGTCC SEQ ID NO: 1632 PKR2 NM_002654.3 Forward Primer CCGCCTGGACATTGATTCAC SEQ ID NO: 1633 Probe ACCCATCACAGCCCGGAACACTG SEQ ID NO: 1634 Reverse Primer CTGGGCCAATGGTACAGATGA SEQ ID NO: 1635 PLA2G2A NM_000300.2 Forward Primer GCATCCCTCACCCATCCTA SEQ ID NO: 1636 Probe AGGCCAGGCAGGAGCCCTTCTATA SEQ ID NO: 1637 Reverse Primer GCTGGAAATCTGCTGGATGT SEQ ID NO: 1638 PLAUR NM_002659.1 Forward Primer CCCATGGATGCTCCTCTGAA SEQ ID NO: 1639 Probe CATTGACTGCCGAGGCCCCATG SEQ ID NO: 1640 Reverse Primer CCGGTGGCTACCAGACATTG SEQ ID NO: 1641 PLK NM_005030.2 Forward Primer AATGAATACAGTATTCCCAAGCACAT SEQ ID NO: 1642 Probe AACCCCGTGGCCGCCTCC SEQ ID NO: 1643 Reverse Primer TGTCTGAAGCATCTTCTGGATGA SEQ ID NO: 1644 PLK3 NM_004073.2 Forward Primer TGAAGGAGACGTACCGCTG SEQ ID NO: 1645 Probe CAAGCAGGTTCACTACACGCTGCC SEQ ID NO: 1646 Reverse Primer CAGGCAGTGAGAGGCTGG SEQ ID NO: 1647 PLOD2 NM_000935.2 Forward Primer CAGGGAGGTGGTTGCAAAT SEQ ID NO: 1648 Probe TCCAGCCTTTTCGTGGTGACTCAA SEQ ID NO: 1649 Reverse Primer TCTCCCAGGATGCATGAAG SEQ ID NO: 1650 PMS1 NM_000534.2 Forward Primer CTTACGGTTTTCGTGGAGAAG SEQ ID NO: 1651 Probe CCTCAGCTATACAACAAATTGACCCCAAG SEQ ID NO: 1652 Reverse Primer AGCAGCCGTTCTTGTTGTAA SEQ ID NO: 1653 PMS2 NM_000535.2 Forward Primer GATGTGGACTGCCATTCAAA SEQ ID NO: 1654 Probe TCGAAATTTACATCCGGTATCTTCCTGG SEQ ID NO: 1655 Reverse Primer TGCGAGATTAGTTGGCTGAG SEQ ID NO: 1656 PPARG NM_005037.3 Forward Primer TGACTTTATGGAGCCCAAGTT SEQ ID NO: 1657 Probe TTCCAGTGCATTGAACTTCACAGCA SEQ ID NO: 1658 Reverse Primer GCCAAGTCGCTGTCATCTAA SEQ ID NO: 1659 PPID NM_005038.1 Forward Primer TCCTCATTTGGATGGGAAAC SEQ ID NO: 1660 Probe TTCCTTTAATTACTTGGCCAAACACCACA SEQ ID NO: 1661 Reverse Primer CCAATATCCTTGCCACTCCTA SEQ ID NO: 1662 PPM1D NM_003620.1 Forward Primer GCCATCCGCAAAGGCTTT SEQ ID NO: 1663 Probe TCGCTTGTCACCTTGCCATGTGG SEQ ID NO: 1664 Reverse Primer GGCCATTCCGCCAGTTTC SEQ ID NO: 1665 PPP2R4 NM_178001.1 Forward Primer GGCTCAGAGCATAAGGCTTC SEQ ID NO: 1666 Probe TTGGTCACTTCTCCCAACTTGGGC SEQ ID NO: 1667 Reverse Primer ACGGGAACTCAGAAAACTGG SEQ ID NO: 1668 PR NM_000926.2 Forward Primer GCATCAGGCTGTCATTATGG SEQ ID NO: 1669 Probe TGTCCTTACCTGTGGGAGCTGTAAGGTC SEQ ID NO: 1670 Reverse Primer AGTAGTTGTGCTGCCCTTCC SEQ ID NO: 1671 PRDX2 NM_005809.4 Forward Primer GGTGTCCTTCGCCAGATCAC SEQ ID NO: 1672 Probe TTAATGATTTGCCTGTGGGACGCTCC SEQ ID NO: 1673 Reverse Primer CAGCCGCAGAGCCTCATC SEQ ID NO: 1674 PRDX3 NM_006793.2 Forward Primer TGACCCCAATGGAGTCATCA SEQ ID NO: 1675 Probe CATTTGAGCGTCAACGATCTCCCAGTG SEQ ID NO: 1676 Reverse Primer CCAAGCGGAGGGTTTCTTC SEQ ID NO: 1677 PRDX4 NM_006406.1 Forward Primer TTACCCATTTGGCCTGGATTAA SEQ ID NO: 1678 Probe CCAAGTCCTCCTTGTCTTCGAGGGGT SEQ ID NO: 1679 Reverse Primer CTGAAAGAAGTGGAATCCTTATTGG SEQ ID NO: 1680 PRDX6 NM_004905.2 Forward Primer CTGTGAGCCAGAGGATGTCA SEQ ID NO: 1681 Probe CTGCCAATTGTGTTTTCCTGCAGC SEQ ID NO: 1682 Reverse Primer TGTGATGACACCAGGATGTG SEQ ID NO: 1683 PRKCA NM_002737.1 Forward Primer CAAGCAATGCGTCATCAATGT SEQ ID NO: 1684 Probe CAGCCTCTGCGGAATGGATCACACT SEQ ID NO: 1685 Reverse Primer GTAAATCCGCCCCCTCTTCT SEQ ID NO: 1686 PRKCB1 NM_002738.5 Forward Primer GACCCAGCTCCACTCCTG SEQ ID NO: 1687 Probe CCAGACCATGGACCGCCTGTACTT SEQ ID NO: 1688 Reverse Primer CCCATTCACGTACTCCATCA SEQ ID NO: 1689 PRKCD NM_006254.1 Forward Primer CTGACACTTGCCGCAGAGAA SEQ ID NO: 1690 Probe CCCTTTCTCACCCACCTCATCTGCAC SEQ ID NO: 1691 Reverse Primer AGGTGGTCCTTGGTCTGGAA SEQ ID NO: 1692 PRKR NM_002759.1 Forward Primer GCGATACATGAGCCCAGAACA SEQ ID NO: 1693 Probe AGGTCCACTTCCTTTCCATAGTCTTGCGA SEQ ID NO: 1694 Reverse Primer TCAGCAAGAATTAGCCCCAAAG SEQ ID NO: 1695 pS2 NM_003225.1 Forward Primer GCCCTCCCAGTGTGCAAAT SEQ ID NO: 1696 Probe TGCTGTTTCGACGACACCGTTCG SEQ ID NO: 1697 Reverse Primer CGTCGATGGTATTAGGATAGAAGCA SEQ ID NO: 1698 PTCH NM_000264.2 Forward Primer CCACGACAAAGCCGACTAC SEQ ID NO: 1699 Probe CCTGAAACAAGGCTGAGAATCCCG SEQ ID NO: 1700 Reverse Primer TACTCGATGGGCTCTGCTG SEQ ID NO: 1701 PTEN NM_000314.1 Forward Primer TGGCTAAGTGAAGATGACAATCATG SEQ ID NO: 1702 Probe CCTTTCCAGCTTTACAGTGAATTGCTGCA SEQ ID NO: 1703 Reverse Primer TGCACATATCATTACACCAGTTCGT SEQ ID NO: 1704 PTGER3 NM_000957.2 Forward Primer TAACTGGGGCAACCTTTTCT SEQ ID NO: 1705 Probe CCTTTGCCTTCCTGGGGCTCTT SEQ ID NO: 1706 Reverse Primer TTGCAGGAAAAGGTGACTGT SEQ ID NO: 1707 PTHLH NM_002820.1 Forward Primer AGTGACTGGGAGTGGGCTAGAA SEQ ID NO: 1708 Probe TGACACCTCCACAACGTCGCTGGA SEQ ID NO: 1709 Reverse Primer AAGCCTGTTACCGTGAATCGA SEQ ID NO: 1710 PTHR1 NM_000316.1 Forward Primer CGAGGTACAAGCTGAGATCAAGAA SEQ ID NO: 1711 Probe CCAGTGCCAGTGTCCAGCGGCT SEQ ID NO: 1712 Reverse Primer GCGTGCCTTTCGCTTGAA SEQ ID NO: 1713 PTK2 NM_005607.3 Forward Primer GACCGGTCGAATGATAAGGT SEQ ID NO: 1714 Probe ACCAGGCCCGTCACATTCTCGTAC SEQ ID NO: 1715 Reverse Primer CTGGACATCTCGATGACAGC SEQ ID NO: 1716 PTK2B NM_004103.3 Forward Primer CAAGCCCAGCCGACCTAAG SEQ ID NO: 1717 Probe CTCCGCAAACCAACCTCCTGGCT SEQ ID NO: 1718 Reverse Primer GAACCTGGAACTGCAGCTTTG SEQ ID NO: 1719 PTP4A3 NM_007079.2 Forward Primer CCTGTTCTCGGCACCTTAAA SEQ ID NO: 1720 Probe ACCTGACTGCCCCGGGGTCTAATA SEQ ID NO: 1721 Reverse Primer TATTGCCTTCGGGTGTCC SEQ ID NO: 1722 PTP4A3 v2 NM_032611.1 Forward Primer AATATTTGTGCGGGGTATGG SEQ ID NO: 1723 Probe CCAAGAGAAACGAGATTTAAAAACCCACC SEQ ID NO: 1724 Reverse Primer AACGAGATCCCTGTGCTTGT SEQ ID NO: 1725 PTPD1 NM_007039.2 Forward Primer CGCTTGCCTAACTCATACTTTCC SEQ ID NO: 1726 Probe TCCACGCAGCGTGGCACTG SEQ ID NO: 1727 Reverse Primer CCATTCAGACTGCGCCACTT SEQ ID NO: 1728 PTPN1 NM_002827.2 Forward Primer AATGAGGAAGTTTCGGATGG SEQ ID NO: 1729 Probe CTGATCCAGACAGCCGACCAGCT SEQ ID NO: 1730 Reverse Primer CTTCGATCACAGCCAGGTAG SEQ ID NO: 1731 PTPRF NM_002840.2 Forward Primer TGTTTTAGCTGAGGGACGTG SEQ ID NO: 1732 Probe CCGACGTCCCCAAACCTAGCTAGG SEQ ID NO: 1733 Reverse Primer TACCAACCCTGGAATGTTGA SEQ ID NO: 1734 PTPRJ NM_002843.2 Forward Primer AACTTCCGGTACCTCGTTCGT SEQ ID NO: 1735 Probe ACTACATGAAGCAGAGTCCTCCCGAATCG SEQ ID NO: 1736 Reverse Primer AGCACTGCAATGCACCAGAA SEQ ID NO: 1737 PTPRO NM_030667.1 Forward Primer CATGGCCTGATCATGGTGT SEQ ID NO: 1738 Probe CCCACAGCAAATGCTGCAGAAAGT SEQ ID NO: 1739 Reverse Primer CCATGTGTACAAACTGCAGGA SEQ ID NO: 1740 PTTG1 NM_004219.2 Forward Primer GGCTACTCTGATCTATGTTGATAAGGAA SEQ ID NO: 1741 Probe CACACGGGTGCCTGGTTCTCCA SEQ ID NO: 1742 Reverse Primer GCTTCAGCCCATCCTTAGCA SEQ ID NO: 1743 RAB32 NM_006834.2 Forward Primer CCTGCAGCTGTGGGACAT SEQ ID NO: 1744 Probe CGATTTGGCAACATGACCCGAGTA SEQ ID NO: 1745 Reverse Primer AGCACCAACAGCTTCCTTG SEQ ID NO: 1746 RAB6C NM_032144.1 Forward Primer GCGACAGCTCCTCTAGTTCCA SEQ ID NO: 1747 Probe TTCCCGAAGTCTCCGCCCG SEQ ID NO: 1748 Reverse Primer GGAACACCAGCTTGAATTTCCT SEQ ID NO: 1749 RAC1 NM_006908.3 Forward Primer TGTTGTAAATGTCTCAGCCCC SEQ ID NO: 1750 Probe CGTTCTTGGTCCTGTCCCTTGGA SEQ ID NO: 1751 Reverse Primer TTGAGCAAAGCGTACAAAGG SEQ ID NO: 1752 RAD51C NM_058216.1 Forward Primer GAACTTCTTGAGCAGGAGCATACC SEQ ID NO: 1753 Probe AGGGCTTCATAATCACCTTCTGTTC SEQ ID NO: 1754 Reverse Primer TCCACCCCCAAGAATATCATCTAGT SEQ ID NO: 1755 RAD54L NM_003579.2 Forward Primer AGCTAGCCTCAGTGACACACATG SEQ ID NO: 1756 Probe ACACAACGTCGGCAGTGCAACCTG SEQ ID NO: 1757 Reverse Primer CCGGATCTGACGGCTGTT SEQ ID NO: 1758 RAF1 NM_002880.1 Forward Primer CGTCGTATGCGAGAGTCTGT SEQ ID NO: 1759 Probe TCCAGGATGCCTGTTAGTTCTCAGCA SEQ ID NO: 1760 Reverse Primer TGAAGGCGTGAGGTGTAGAA SEQ ID NO: 1761 RALBP1 NM_006788.2 Forward Primer GGTGTCAGATATAAATGTGCAAATGC SEQ ID NO: 1762 Probe TGCTGTCCTGTCGGTCTCAGTACGTTCA SEQ ID NO: 1763 Reverse Primer TTCGATATTGCCAGCAGCTATAAA SEQ ID NO: 1764 RANBP2 NM_006267.3 Forward Primer TCCTTCAGCTTTCACACTGG SEQ ID NO: 1765 Probe TCCAGAAGAGTCATGCAACTTCATTTCTG SEQ ID NO: 1766 Reverse Primer AAATCCTGTTCCCACCTGAC SEQ ID NO: 1767 ranBP7 NM_006391.1 Forward Primer AACATGATTATCCAAGCCGC SEQ ID NO: 1768 Probe AAGCCAATTTTGTCCACAATGGCA SEQ ID NO: 1769 Reverse Primer GCCAACAAGCACTGTTATCG SEQ ID NO: 1770 RANBP9 NM_005493.2 Forward Primer CAAGTCAGTTGAGACGCCAGTT SEQ ID NO: 1771 Probe TTCTATGGCGGCCTGACTTCCTCCA SEQ ID NO: 1772 Reverse Primer TGCAGCTCTCGTCCAAAGTG SEQ ID NO: 1773 RAP1GDS1 NM_021159.3 Forward Primer TGTGGATGCTGGATTGATTT SEQ ID NO: 1774 Probe CCACTGGTGCAGCTGCTAAATAGCA SEQ ID NO: 1775 Reverse Primer AAGCAGCACTTCCTGGTCTT SEQ ID NO: 1776 RARA NM_000964.1 Forward Primer AGTCTGTGAGAAACGACCGAAAC SEQ ID NO: 1777 Probe TCGGGCTTGGGCACCTCCTTCTT SEQ ID NO: 1778 Reverse Primer CGGCGTCAGCGTGTAGCT SEQ ID NO: 1779 RARB NM_016152.2 Forward Primer TGCCTGGACATCCTGATTCT SEQ ID NO: 1780 Probe TGCACCAGGTATACCCCAGAACAAGA SEQ ID NO: 1781 Reverse Primer AAGGCCGTCTGAGAAAGTCA SEQ ID NO: 1782 RASSF1 NM_007182.3 Forward Primer AGTGGGAGACACCTGACCTT SEQ ID NO: 1783 Probe TTGATCTTCTGCTCAATCTCAGCTTGAGA SEQ ID NO: 1784 Reverse Primer TGATCTGGGCATTGTACTCC SEQ ID NO: 1785 RBM5 NM_005778.1 Forward Primer CGAGAGGGAGAGCAAGACCAT SEQ ID NO: 1786 Probe CTGCGCGGCCTTCCCATCA SEQ ID NO: 1787 Reverse Primer TCTCGAATATCGCTCTCTGTGATG SEQ ID NO: 1788 RBX1 NM_014248.2 Forward Primer GGAACCACATTATGGATCTTTGC SEQ ID NO: 1789 Probe TAGAATGTCAAGCTAACCAGGCGTCCGC SEQ ID NO: 1790 Reverse Primer CATGCGACAGTACACTCTTCTGAA SEQ ID NO: 1791 RCC1 NM_001269.2 Forward Primer GGGCTGGGTGAGAATGTG SEQ ID NO: 1792 Probe ATACCAGGGCCGGCTTCTTCCTCT SEQ ID NO: 1793 Reverse Primer CACAACATCCTCCGGAATG SEQ ID NO: 1794 REG4 NM_032044.2 Forward Primer TGCTAACTCCTGCACAGCC SEQ ID NO: 1795 Probe TCCTCTTCCTTTCTGCTAGCCTGGC SEQ ID NO: 1796 Reverse Primer TGCTAGGTTTCCCCTCTGAA SEQ ID NO: 1797 RFC NM_003056.1 Forward Primer TCAAGACCATCATCACTTTCATTGT SEQ ID NO: 1798 Probe CCTCCCGGTCCGCAAGCAGTT SEQ ID NO: 1799 Reverse Primer GGATCAGGAAGTACACGGAGTATAACT SEQ ID NO: 1800 RhoB NM_004040.2 Forward Primer AAGCATGAACAGGACTTGACC SEQ ID NO: 1801 Probe CTTTCCAACCCCTGGGGAAGACAT SEQ ID NO: 1802 Reverse Primer CCTCCCCAAGTCAGTTGC SEQ ID NO: 1803 rhoC NM_175744.1 Forward Primer CCCGTTCGGTCTGAGGAA SEQ ID NO: 1804 Probe TCCGGTTCGCCATGTCCCG SEQ ID NO: 1805 Reverse Primer GAGCACTCAAGGTAGCCAAAGG SEQ ID NO: 1806 RIZ1 NM_012231.1 Forward Primer CCAGACGAGCGATTAGAAGC SEQ ID NO: 1807 Probe TGTGAGGTGAATGATTTGGGGGA SEQ ID NO: 1808 Reverse Primer TCCTCCTCTTCCTCCTCCTC SEQ ID NO: 1809 RNF11 NM_014372.3 Forward Primer ACCCTGGAAGAGATGGATCA SEQ ID NO: 1810 Probe CCATCATACAGATCACACACTCCCGG SEQ ID NO: 1811 Reverse Primer ATTGGGTCCCCATAAACAAA SEQ ID NO: 1812 ROCK1 NM_005406.1 Forward Primer TGTGCACATAGGAATGAGCTTC SEQ ID NO: 1813 Probe TCACTCTCTTTGCTGGCCAACTGC SEQ ID NO: 1814 Reverse Primer GTTTAGCACGCAATTGCTCA SEQ ID NO: 1815 ROCK2 NM_004850.3 Forward Primer GATCCGAGACCCTCGCTC SEQ ID NO: 1816 Probe CCCATCAACGTGGAGAGCTTGCT SEQ ID NO: 1817 Reverse Primer AGGACCAAGGAATTTAAGCCA SEQ ID NO: 1818 RPLPO NM_001002.2 Forward Primer CCATTCTATCATCAACGGGTACAA SEQ ID NO: 1819 Probe TCTCCACAGACAAGGCCAGGACTCG SEQ ID NO: 1820 Reverse Primer TCAGCAAGTGGGAAGGTGTAATC SEQ ID NO: 1821 RPS13 NM_001017.2 Forward Primer CAGTCGGCTTTACCCTATCG SEQ ID NO: 1822 Probe CAACTTCAACCAAGTGGGGACGCT SEQ ID NO: 1823 Reverse Primer TCTGCTCCTTCACGTCGTC SEQ ID NO: 1824 RRM1 NM_001033.1 Forward Primer GGGCTACTGGCAGCTACATT SEQ ID NO: 1825 Probe CATTGGAATTGCCATTAGTCCCAGC SEQ ID NO: 1826 Reverse Primer CTCTCAGCATCGGTACAAGG SEQ ID NO: 1827 RRM2 NM_001034.1 Forward Primer CAGCGGGATTAAACAGTCCT SEQ ID NO: 1828 Probe CCAGCACAGCCAGTTAAAAGATGCA SEQ ID NO: 1829 Reverse Primer ATCTGCGTTGAAGCAGTGAG SEQ ID NO: 1830 RTN4 NM_007008.1 Forward Primer GACTGGAGTGGTGTTTGGTG SEQ ID NO: 1831 Probe CCAGCCTATTCCTGCTGCTTTCATTG SEQ ID NO: 1832 Reverse Primer CTGTTACGCTCACAATGCTG SEQ ID NO: 1833 RUNX1 NM_001754.2 Forward Primer AACAGAGACATTGCCAACCA SEQ ID NO: 1834 Probe TTGGATCTGCTTGCTGTCCAAACC SEQ ID NO: 1835 Reverse Primer GTGATTTGCCCAGGAAGTTT SEQ ID NO: 1836 RXRA NM_002957.3 Forward Primer GCTCTGTTGTGTCCTGTTGC SEQ ID NO: 1837 Probe TCAGTCACAGGAAGGCCAGAGCC SEQ ID NO: 1838 Reverse Primer GTACGGAGAAGCCACTTCACA SEQ ID NO: 1839 S100A1 NM_006271.1 Forward Primer TGGACAAGGTGATGAAGGAG SEQ ID NO: 1840 Probe CCTCCCCGTCTCCATTCTCGTCTA SEQ ID NO: 1841 Reverse Primer AGCACCACATACTCCTGGAA SEQ ID NO: 1842 S100A2 NM_005978.2 Forward Primer TGGCTGTGCTGGTCACTACCT SEQ ID NO: 1843 Probe CACAAGTACTCCTGCCAAGAGGGCGAC SEQ ID NO: 1844 Reverse Primer TCCCCCTTACTCAGCTTGAACT SEQ ID NO: 1845 S100A4 NM_002961.2 Forward Primer GACTGCTGTCATGGCGTG SEQ ID NO: 1846 Probe ATCACATCCAGGGCCTTCTCCAGA SEQ ID NO: 1847 Reverse Primer CGAGTACTTGTGGAAGGTGGAC SEQ ID NO: 1848 S100A8 NM_002964.3 Forward Primer ACTCCCTGATAAAGGGGAATTT SEQ ID NO: 1849 Probe CATGCCGTCTACAGGGATGACCTG SEQ ID NO: 1850 Reverse Primer TGAGGACACTCGGTCTCTAGC SEQ ID NO: 1851 S100A9 NM_002965.2 Forward Primer CTTTGGGACAGAGTGCAAGA SEQ ID NO: 1852 Probe CGATGACTTGCAAAATGTCGCAGC SEQ ID NO: 1853 Reverse Primer TGGTCTCTATGTTGCGTTCC SEQ ID NO: 1854 S100P NM_005980.2 Forward Primer AGACAAGGATGCCGTGGATAA SEQ ID NO: 1855 Probe TTGCTCAAGGACCTGGACGCCAA SEQ ID NO: 1856 Reverse Primer GAAGTCCACCTGGGCATCTC SEQ ID NO: 1857 SAT NM_002970.1 Forward Primer CCTTTTACCACTGCCTGGTT SEQ ID NO: 1858 Probe TCCAGTGCTCTTTCGGCACTTCTG SEQ ID NO: 1859 Reverse Primer ACAATGCTGTGTCCTTCCG SEQ ID NO: 1860 SBA2 NM_018639.3 Forward Primer GGACTCAACGATGGGCAG SEQ ID NO: 1861 Probe CCCTGTCTGCACCTCCCAGATCTT SEQ ID NO: 1862 Reverse Primer CGGAAAGATTCAAAAGCAGG SEQ ID NO: 1863 SDC1 NM_002997.1 Forward Primer GAAATTGACGAGGGGTGTCT SEQ ID NO: 1864 Probe CTCTGAGCGCCTCCATCCAAGG SEQ ID NO: 1865 Reverse Primer AGGAGCTAACGGAGAACCTG SEQ ID NO: 1866 SEMA3B NM_004636.1 Forward Primer GCTCCAGGATGTGTTTCTGTTG SEQ ID NO: 1867 Probe TCGCGGGACCACCGGACC SEQ ID NO: 1868 Reverse Primer ACGTGGAGAAGACGGCATAGA SEQ ID NO: 1869 SEMA3F NM_004186.1 Forward Primer CGCGAGCCCCTCATTATACA SEQ ID NO: 1870 Probe CTCCCCACAGCGCATCGAGGAA SEQ ID NO: 1871 Reverse Primer CACTCGCCGTTGACATCCT SEQ ID NO: 1872 SEMA4B NM_020210.1 Forward Primer TTCCAGCCCAACACAGTGAA SEQ ID NO: 1873 Probe ACTTTGGCCTGCCCGCTCCTCT SEQ ID NO: 1874 Reverse Primer GAGTCGGGTCGCCAGGTT SEQ ID NO: 1875 SFRP2 NM_003013.2 Forward Primer CAAGCTGAACGGTGTGTCC SEQ ID NO: 1876 Probe CAGCACCGATTTCTTCAGGTCCCT SEQ ID NO: 1877 Reverse Primer TGCAAGCTGTCTTTGAGCC SEQ ID NO: 1878 SFRP4 NM_003014.2 Forward Primer TACAGGATGAGGCTGGGC SEQ ID NO: 1879 Probe CCTGGGACAGCCTATGTAAGGCCA SEQ ID NO: 1880 Reverse Primer GTTGTTAGGGCAAGGGGC SEQ ID NO: 1881 SGCB NM_000232.1 Forward Primer CAGTGGAGACCAGTTGGGTAGTG SEQ ID NO: 1882 Probe CACACATGCAGAGCTTGTAGCGTACCCA SEQ ID NO: 1883 Reverse Primer CCTTGAAGAGCGTCCCATCA SEQ ID NO: 1884 SHC1 NM_003029.3 Forward Primer CCAACACCTTCTTGGCTTCT SEQ ID NO: 1885 Probe CCTGTGTTCTTGCTGAGCACCCTC SEQ ID NO: 1886 Reverse Primer CTGTTATCCCAACCCAAACC SEQ ID NO: 1887 SHH NM_000193.2 Forward Primer GTCCAAGGCACATATCCACTG SEQ ID NO: 1888 Probe CACCGAGTTCTCTGCTTTCACCGA SEQ ID NO: 1889 Reverse Primer GAAGCAGCCTCCCGATTT SEQ ID NO: 1890 SI NM_001041.1 Forward Primer AACGGACTCCCTCAATTTGT SEQ ID NO: 1891 Probe TGTCCATGGTCATGCAAATCTTGC SEQ ID NO: 1892 Reverse Primer GAAATTGCAGGGTCCAAGAT SEQ ID NO: 1893 Siah-1 NM_003031.2 Forward Primer TTGGCATTGGAACTACATTCA SEQ ID NO: 1894 Probe TCCGCGGTATCCTCGGATTAGTTC SEQ ID NO: 1895 Reverse Primer GGTATGGAGAAGGGGGTCC SEQ ID NO: 1896 SIAT4A NM_003033.2 Forward Primer AACCACAGTTGGAGGAGGAC SEQ ID NO: 1897 Probe CAGAGACAGTTTCCCTCCCCGCT SEQ ID NO: 1898 Reverse Primer CGAAGGAAGGGTGTTGGTAT SEQ ID NO: 1899 SIAT7B NM_006456.1 Forward Primer TCCAGCCCAAATCCTCCT SEQ ID NO: 1900 Probe TGGCACATCCTACCCCAGATGCTA SEQ ID NO: 1901 Reverse Primer GGTGTCCTGGAGTCCTTGAA SEQ ID NO: 1902 SIM2 NM_005069.2 Forward Primer GATGGTAGGAAGGGATGTGC SEQ ID NO: 1903 Probe CGCCTCTCCACGCACTCAGCTAT SEQ ID NO: 1904 Reverse Primer CACAAGGAGCTGTGAATGAGG SEQ ID NO: 1905 SIN3A NM_015477.1 Forward Primer CCAGAGTCATGCTCATCCAG SEQ ID NO: 1906 Probe CTGTCCCTGCACTGGTGCAACTG SEQ ID NO: 1907 Reverse Primer CCACCTTCAGCCTCTGAAAT SEQ ID NO: 1908 SIR2 NM_012238.3 Forward Primer AGCTGGGGTGTCTGTTTCAT SEQ ID NO: 1909 Probe CCTGACTTCAGGTCAAGGGATGG SEQ ID NO: 1910 Reverse Primer ACAGCAAGGCGAGCATAAAT SEQ ID NO: 1911 SKP1A NM_006930.2 Forward Primer CCATTGCCTTTGCTTTGTTCAT SEQ ID NO: 1912 Probe TCCCATGGTTTTTATTCTGCCCTGCTG SEQ ID NO: 1913 Reverse Primer TTCCGGATTTCCTTTCTTTGC SEQ ID NO: 1914 SKP2 NM_005983.2 Forward Primer AGTTGCAGAATCTAAGCCTGGAA SEQ ID NO: 1915 Probe CCTGCGGCTTTCGGATCCCA SEQ ID NO: 1916 Reverse Primer TGAGTTTTTTGCGAGAGTATTGACA SEQ ID NO: 1917 SLC25A3 NM_213611.1 Forward Primer TCTGCCAGTGCTGAATTCTT SEQ ID NO: 1918 Probe TGCTGACATTGCCCTGGCTCCTAT SEQ ID NO: 1919 Reverse Primer TTCGAACCTTAGCAGCTTCC SEQ ID NO: 1920 SLC2A1 NM_006516.1 Forward Primer GCCTGAGTCTCCTGTGCC SEQ ID NO: 1921 Probe ACATCCCAGGCTTCACCCTGAATG SEQ ID NO: 1922 Reverse Primer AGTCTCCACCCTCAGGCAT SEQ ID NO: 1923 SLC31A1 NM_001859.2 Forward Primer CCGTTCGAAGAGTCGTGAG SEQ ID NO: 1924 Probe TCTCCGAATCTTAACCCGTCACCC SEQ ID NO: 1925 Reverse Primer AGTCCAGCCACTAGCACCTC SEQ ID NO: 1926 SLC5A8 NM_145913.2 Forward Primer CCTGCTTTCAACCACATTGA SEQ ID NO: 1927 Probe TCCCATTGCTCTTGCCACTCTGAT SEQ ID NO: 1928 Reverse Primer AGAGCAGCTTCACAAACGAG SEQ ID NO: 1929 SLC7A5 NM_003486.4 Forward Primer GCGCAGAGGCCAGTTAAA SEQ ID NO: 1930 Probe AGATCACCTCCTCGAACCCACTCC SEQ ID NO: 1931 Reverse Primer AGCTGAGCTGTGGGTTGC SEQ ID NO: 1932 SLPI NM_003064.2 Forward Primer ATGGCCAATGTTTGATGCT SEQ ID NO: 1933 Probe TGGCCATCCATCTCACAGAAATTGG SEQ ID NO: 1934 Reverse Primer ACACTTCAAGTCACGCTTGC SEQ ID NO: 1935 SMARCA3 NM_003071.2 Forward Primer AGGGACTGTCCTGGCACAT SEQ ID NO: 1936 Probe AGCAAAAGACCCAGGACATCTGCA SEQ ID NO: 1937 Reverse Primer CAACAAATTTGCCGCAGTC SEQ ID NO: 1938 SNAI1 NM_005985.2 Forward Primer CCCAATCGGAAGCCTAACTA SEQ ID NO: 1939 Probe TCTGGATTAGAGTCCTGCAGCTCGC SEQ ID NO: 1940 Reverse Primer GTAGGGCTGCTGGAAGGTAA SEQ ID NO: 1941 SNAI2 NM_003068.3 Forward Primer GGCTGGCCAAACATAAGCA SEQ ID NO: 1942 Probe CTGCACTGCGATGCCCAGTCTAGAAAATC SEQ ID NO: 1943 Reverse Primer TCCTTGTCACAGTATTTACAGCTGAA SEQ ID NO: 1944 SNRPF NM_003095.1 Forward Primer GGCTGGTCGGCAGAGAGTAG SEQ ID NO: 1945 Probe AAACTCATGTAAACCACGGCCGAATGTTG SEQ ID NO: 1946 Reverse Primer TGAGGAAAGGTTTGGGATTGA SEQ ID NO: 1947 SOD1 NM_000454.3 Forward Primer TGAAGAGAGGCATGTTGGAG SEQ ID NO: 1948 Probe TTTGTCAGCAGTCACATTGCCCAA SEQ ID NO: 1949 Reverse Primer AATAGACACATCGGCCACAC SEQ ID NO: 1950 SOD2 NM_000636.1 Forward Primer GCTTGTCCAAATCAGGATCCA SEQ ID NO: 1951 Probe AACAACAGGCCTTATTCCACTGCTGGG SEQ ID NO: 1952 Reverse Primer AGCGTGCTCCCACACATCA SEQ ID NO: 1953 SOS1 NM_005633.2 Forward Primer TCTGCACCAAATTCTCCAAG SEQ ID NO: 1954 Probe AACACCGTTAACACCTCCGCCTG SEQ ID NO: 1955 Reverse Primer GTGGTACTGGAAGCACCAGA SEQ ID NO: 1956 SOX17 NM_022454.2 Forward Primer TCGTGTGCAAGCCTGAGA SEQ ID NO: 1957 Probe CTCCCCTACCAGGGGCATGACTC SEQ ID NO: 1958 Reverse Primer CTGTCGGGGAGATTCACAC SEQ ID NO: 1959 SPARC NM_003118.1 Forward Primer TCTTCCCTGTACACTGGCAGTTC SEQ ID NO: 1960 Probe TGGACCAGCACCCCATTGACGG SEQ ID NO: 1961 Reverse Primer AGCTCGGTGTGGGAGAGGTA SEQ ID NO: 1962 SPINT2 NM_021102.1 Forward Primer AGGAATGCAGCGGATTCCT SEQ ID NO: 1963 Probe CCCAAGTGCTCCCAGAAGGCAGG SEQ ID NO: 1964 Reverse Primer TCGCTGGAGTGGTCTTCAGA SEQ ID NO: 1965 SPRY1 AK026960.1 Forward Primer CAGACCAGTCCCTGGTCATAGG SEQ ID NO: 1966 Probe CTGGGTCCGGATTGCCCTTTCAG SEQ ID NO: 1967 Reverse Primer CCTTCAAGTCATCCACAATCAGTT SEQ ID NO: 1968 SPRY2 NM_005842.1 Forward Primer TGTGGCAAGTGCAAATGTAA SEQ ID NO: 1969 Probe CAGAGGCCTTGGGTAGGTGCACTC SEQ ID NO: 1970 Reverse Primer GTCGCAGATCCAGTCTGATG SEQ ID NO: 1971 SR-A1 NM_021228.1 Forward Primer AGATGGAAGAAGCCAACCTG SEQ ID NO: 1972 Probe CTGGATCAGCTCCTGGGCCTTC SEQ ID NO: 1973 Reverse Primer CTGTGGCTGAGGATCTGGT SEQ ID NO: 1974 ST14 NM_021978.2 Forward Primer TGACTGCACATGGAACATTG SEQ ID NO: 1975 Probe AGGTGCCCAACAACCAGCATGT SEQ ID NO: 1976 Reverse Primer AAGAATTTGAAGCGCACCTT SEQ ID NO: 1977 STAT1 NM_007315.1 Forward Primer GGGCTCAGCTTTCAGAAGTG SEQ ID NO: 1978 Probe TGGCAGTTTTCTTCTGTCACCAAAA SEQ ID NO: 1979 Reverse Primer ACATGTTCAGCTGGTCCACA SEQ ID NO: 1980 STAT3 NM_003150.1 Forward Primer TCACATGCCACTTTGGTGTT SEQ ID NO: 1981 Probe TCCTGGGAGAGATTGACCAGCA SEQ ID NO: 1982 Reverse Primer CTTGCAGGAAGCGGCTATAC SEQ ID NO: 1983 STAT5A NM_003152.1 Forward Primer GAGGCGCTCAACATGAAATTC SEQ ID NO: 1984 Probe CGGTTGCTCTGCACTTCGGCCT SEQ ID NO: 1985 Reverse Primer GCCAGGAACACGAGGTTCTC SEQ ID NO: 1986 STAT5B NM_012448.1 Forward Primer CCAGTGGTGGTGATCGTTCA SEQ ID NO: 1987 Probe CAGCCAGGACAACAATGCGACGG SEQ ID NO: 1988 Reverse Primer GCAAAAGCATTGTCCCAGAGA SEQ ID NO: 1989 STC1 NM_003155.1 Forward Primer CTCCGAGGTGAGGAGGACT SEQ ID NO: 1990 Probe CACATCAAACGCACATCCCATGAG SEQ ID NO: 1991 Reverse Primer ACCTCTCCCTGGTTATGCAC SEQ ID NO: 1992 STK11 NM_000455.3 Forward Primer GGACTCGGAGACGCTGTG SEQ ID NO: 1993 Probe TTCTTGAGGATCTTGACGGCCCTC SEQ ID NO: 1994 Reverse Primer GGGATCCTTCGCAACTTCTT SEQ ID NO: 1995 STK15 NM_003600.1 Forward Primer CATCTTCCAGGAGGACCACT SEQ ID NO: 1996 Probe CTCTGTGGCACCCTGGACTACCTG SEQ ID NO: 1997 Reverse Primer TCCGACCTTCAATCATTTCA SEQ ID NO: 1998 STMN1 NM_005563.2 Forward Primer AATACCCAACGCACAAATGA SEQ ID NO: 1999 Probe CACGTTCTCTGCCCCGTTTCTTG SEQ ID NO: 2000 Reverse Primer GGAGACAATGCAAACCACAC SEQ ID NO: 2001 STMY3 NM_005940.2 Forward Primer CCTGGAGGCTGCAACATACC SEQ ID NO: 2002 Probe ATCCTCCTGAAGCCCTTTTCGCAGC SEQ ID NO: 2003 Reverse Primer TACAATGGCTTTGGAGGATAGCA SEQ ID NO: 2004 STS NM_000351.2 Forward Primer GAAGATCCCTTTCCTCCTACTGTTC SEQ ID NO: 2005 Probe CTTCGTGGCTCTCGGCTTCCCA SEQ ID NO: 2006 Reverse Primer GGATGATGTTCGGCCTTGAT SEQ ID NO: 2007 SURV NM_001168.1 Forward Primer TGTTTTGATTCCCGGGCTTA SEQ ID NO: 2008 Probe TGCCTTCTTCCTCCCTCACTTCTCACCT SEQ ID NO: 2009 Reverse Primer CAAAGCTGTCAGCTCTAGCAAAAG SEQ ID NO: 2010 TAGLN NM_003186.2 Forward Primer GATGGAGCAGGTGGCTCAGT SEQ ID NO: 2011 Probe CCCAGAGTCCTCAGCCGCCTTCAG SEQ ID NO: 2012 Reverse Primer AGTCTGGAACATGTCAGTCTTGATG SEQ ID NO: 2013 TBP NM_003194.1 Forward Primer GCCCGAAACGCCGAATATA SEQ ID NO: 2014 Probe TACCGCAGCAAACCGCTTGGG SEQ ID NO: 2015 Reverse Primer CGTGGCTCTCTTATCCTCATGAT SEQ ID NO: 2016 TCF-1 NM_000545.3 Forward Primer GAGGTCCTGAGCACTGCC SEQ ID NO: 2017 Probe CTGGGTTCACAGGCTCCTTTGTCC SEQ ID NO: 2018 Reverse Primer GATGTGGGACCATGCTTGT SEQ ID NO: 2019 TCF-7 NM_003202.2 Forward Primer GCAGCTGCAGTCAACAGTTC SEQ ID NO: 2020 Probe AAGTCATGGCCCAAATCCAGTGTG SEQ ID NO: 2021 Reverse Primer CTGTGAATGGGGAGGGGT SEQ ID NO: 2022 TCF7L1 NM_031283.1 Forward Primer CCGGGACACTTTCCAGAAG SEQ ID NO: 2023 Probe TCTCACTTCGGCGAAATAGTCCCG SEQ ID NO: 2024 Reverse Primer AGAACGCGCTGTCCTGAG SEQ ID NO: 2025 TCF7L2 NM_030756.1 Forward Primer CCAATCACGACAGGAGGATT SEQ ID NO: 2026 Probe AGACACCCCTACCCCACAGCTCTG SEQ ID NO: 2027 Reverse Primer TGGACACGGAAGCATTGAC SEQ ID NO: 2028 TCFL4 NM_170607.2 Forward Primer CTGACTGCTCTGCTTAAAGGTGAA SEQ ID NO: 2029 Probe TAGCAGGAACAACAACAAAAGCCAACCAA SEQ ID NO: 2030 Reverse Primer ATGTCTTGCACTGGCTACCTTGT SEQ ID NO: 2031 TEK NM_000459.1 Forward Primer ACTTCGGTGCTACTTAACAACTTACATC SEQ ID NO: 2032 Probe AGCTCGGACCACGTACTGCTCCCTG SEQ ID NO: 2033 Reverse Primer CCTGGGCCTTGGTGTTGAC SEQ ID NO: 2034 TERC U86046.1 Forward Primer AAGAGGAACGGAGCGAGTC SEQ ID NO: 2035 Probe CACGTCCCACAGCTCAGGGAATC SEQ ID NO: 2036 Reverse Primer ATGTGTGAGCCGAGTCCTG SEQ ID NO: 2037 TERT NM_003219.1 Forward Primer GACATGGAGAACAAGCTGTTTGC SEQ ID NO: 2038 Probe ACCAAACGCAGGAGCAGCCCG SEQ ID NO: 2039 Reverse Primer GAGGTGTCACCAACAAGAAATCAT SEQ ID NO: 2040 TFF3 NM_003226.1 Forward Primer AGGCACTGTTCATCTCAGTTTTTCT SEQ ID NO: 2041 Probe CAGAAAGCTTGCCGGGAGCAAAGG SEQ ID NO: 2042 Reverse Primer CATCAGGCTCCAGATATGAACTTTC SEQ ID NO: 2043 TGFA NM_003236.1 Forward Primer GGTGTGCCACAGACCTTCCT SEQ ID NO: 2044 Probe TTGGCCTGTAATCACCTGTGCAGCCTT SEQ ID NO: 2045 Reverse Primer ACGGAGTTCTTGACAGAGTTTTGA SEQ ID NO: 2046 TGFB2 NM_003238.1 Forward Primer ACCAGTCCCCCAGAAGACTA SEQ ID NO: 2047 Probe TCCTGAGCCCGAGGAAGTCCC SEQ ID NO: 2048 Reverse Primer CCTGGTGCTGTTGTAGATGG SEQ ID NO: 2049 TGFB3 NM_003239.1 Forward Primer GGATCGAGCTCTTCCAGATCCT SEQ ID NO: 2050 Probe CGGCCAGATGAGCACATTGCC SEQ ID NO: 2051 Reverse Primer GCCACCGATATAGCGCTGTT SEQ ID NO: 2052 TGFBI NM_000358.1 Forward Primer GCTACGAGTGCTGTCCTGG SEQ ID NO: 2053 Probe CCTTCTCCCCAGGGACCTTTTCAT SEQ ID NO: 2054 Reverse Primer AGTGGTAGGGCTGCTGGAC SEQ ID NO: 2055 TGFBR1 NM_004612.1 Forward Primer GTCATCACCTGGCCTTGG SEQ ID NO: 2056 Probe AGCAATGACAGCTGCCAGTTCCAC SEQ ID NO: 2057 Reverse Primer GCAGACGAAGCACACTGGT SEQ ID NO: 2058 TGFBR2 NM_003242.2 Forward Primer AACACCAATGGGTTCCATCT SEQ ID NO: 2059 Probe TTCTGGGCTCCTGATTGCTCAAGC SEQ ID NO: 2060 Reverse Primer CCTCTTCATCAGGCCAAACT SEQ ID NO: 2061 THBS1 NM_003246.1 Forward Primer CATCCGCAAAGTGACTGAAGAG SEQ ID NO: 2062 Probe CCAATGAGCTGAGGCGGCCTCC SEQ ID NO: 2063 Reverse Primer GTACTGAACTCCGTTGTGATAGCATAG SEQ ID NO: 2064 THY1 NM_006288.2 Forward Primer GGACAAGACCCTCTCAGGCT SEQ ID NO: 2065 Probe CAAGCTCCCAAGAGCTTCCAGAGC SEQ ID NO: 2066 Reverse Primer TTGGAGGCTGTGGGTCAG SEQ ID NO: 2067 TIMP1 NM_003254.1 Forward Primer TCCCTGCGGTCCCAGATAG SEQ ID NO: 2068 Probe ATCCTGCCCGGAGTGGAACTGAAGC SEQ ID NO: 2069 Reverse Primer GTGGGAACAGGGTGGACACT SEQ ID NO: 2070 TIMP2 NM_003255.2 Forward Primer TCACCCTCTGTGACTTCATCGT SEQ ID NO: 2071 Probe CCCTGGGACACCCTGAGCACCA SEQ ID NO: 2072 Reverse Primer TGTGGTTCAGGCTCTTCTTCTG SEQ ID NO: 2073 TIMP3 NM_000362.2 Forward Primer CTACCTGCCTTGCTTTGTGA SEQ ID NO: 2074 Probe CCAAGAACGAGTGTCTCTGGACCG SEQ ID NO: 2075 Reverse Primer ACCGAAATTGGAGAGCATGT SEQ ID NO: 2076 TJP1 NM_003257.1 Forward Primer ACTTTGCTGGGACAAAGGTC SEQ ID NO: 2077 Probe CTCGGGCCTGCCCACTTCTTC SEQ ID NO: 2078 Reverse Primer CACATGGACTCCTCAGCATC SEQ ID NO: 2079 TK1 NM_003258.1 Forward Primer GCCGGGAAGACCGTAATTGT SEQ ID NO: 2080 Probe CAAATGGCTTCCTCTGGAAGGTCCCA SEQ ID NO: 2081 Reverse Primer CAGCGGCACCAGGTTCAG SEQ ID NO: 2082 TLN1 NM_006289.2 Forward Primer AAGCAGAAGGGAGAGCGTAAGA SEQ ID NO: 2083 Probe CTTCCAGGCACACAAGAATTGTGGGC SEQ ID NO: 2084 Reverse Primer CCTTGGCCTCAATCTCACTCA SEQ ID NO: 2085 TMEPAI NM_020182.3 Forward Primer CAGAAGGATGCCTGTGGC SEQ ID NO: 2086 Probe ATTCCGTTGCCTGACACTGTGCTC SEQ ID NO: 2087 Reverse Primer GTAGACCTGCGGCTCTGG SEQ ID NO: 2088 TMSB10 NM_021103.2 Forward Primer GAAATCGCCAGCTTCGATAA SEQ ID NO: 2089 Probe CGTCTCCGTTTTCTTCAGCTTGGC SEQ ID NO: 2090 Reverse Primer GTCGGCAGGGTGTTCTTTT SEQ ID NO: 2091 TMSB4X NM_021109.2 Forward Primer CACATCAAAGAACTACTGACAACGAA SEQ ID NO: 2092 Probe CCGCGCCTGCCTTTCCCA SEQ ID NO: 2093 Reverse Primer CCTGCCAGCCAGATAGATAGACA SEQ ID NO: 2094 TNC NM_002160.1 Forward Primer AGCTCGGAACCTCACCGT SEQ ID NO: 2095 Probe CAGCCTTCGGGCTGTGGACATAC SEQ ID NO: 2096 Reverse Primer GTAGCAGCCTTGAGGCCC SEQ ID NO: 2097 TNF NM_000594.1 Forward Primer GGAGAAGGGTGACCGACTCA SEQ ID NO: 2098 Probe CGCTGAGATCAATCGGCCCGACTA SEQ ID NO: 2099 Reverse Primer TGCCCAGACTCGGCAAAG SEQ ID NO: 2100 TNFRSF5 NM_001250.3 Forward Primer TCTCACCTCGCTATGGTTCGT SEQ ID NO: 2101 Probe TGCCTCTGCAGTGCGTCCTCTGG SEQ ID NO: 2102 Reverse Primer GATGGACAGCGGTCAGCAA SEQ ID NO: 2103 TNFRSF6B NM_003823.2 Forward Primer CCTCAGCACCAGGGTACCA SEQ ID NO: 2104 Probe TGACGGCACGCTCACACTCCTCAG SEQ ID NO: 2105 Reverse Primer TGTCCTGGAAAGCCACAAAGT SEQ ID NO: 2106 TNFSF4 NM_003326.2 Forward Primer CTTCATCTTCCCTCTACCCAGA SEQ ID NO: 2107 Probe CAGGGGTTGGACCCTTTCCATCTT SEQ ID NO: 2108 Reverse Primer GCTGCATTTCCCACATTCTC SEQ ID NO: 2109 TOP2A NM_001067.1 Forward Primer AATCCAAGGGGGAGAGTGAT SEQ ID NO: 2110 Probe CATATGGACTTTGACTCAGCTGTGGC SEQ ID NO: 2111 Reverse Primer GTACAGATTTTGCCCGAGGA SEQ ID NO: 2112 TOP2B NM_001068.1 Forward Primer TGTGGACATCTTCCCCTCAGA SEQ ID NO: 2113 Probe TTCCCTACTGAGCCACCTTCTCTG SEQ ID NO: 2114 Reverse Primer CTAGCCCGACCGGTTCGT SEQ ID NO: 2115 TP NM_001953.2 Forward Primer CTATATGCAGCCAGAGATGTGACA SEQ ID NO: 2116 Probe ACAGCCTGCCACTCATCACAGCC SEQ ID NO: 2117 Reverse Primer CCACGAGTTTCTTACTGAGAATGG SEQ ID NO: 2118 TP53BP1 NM_005657.1 Forward Primer TGCTGTTGCTGAGTCTGTTG SEQ ID NO: 2119 Probe CCAGTCCCCAGAAGACCATGTCTG SEQ ID NO: 2120 Reverse Primer CTTGCCTGGCTTCACAGATA SEQ ID NO: 2121 TP53BP2 NM_005426.1 Forward Primer GGGCCAAATATTCAGAAGC SEQ ID NO: 2122 Probe CCACCATAGCGGCCATGGAG SEQ ID NO: 2123 Reverse Primer GGATGGGTATGATGGGACAG SEQ ID NO: 2124 TP53I3 NM_004881.2 Forward Primer GCGGACTTAATGCAGAGACA SEQ ID NO: 2125 Probe CAGTATGACCCACCTCCAGGAGCC SEQ ID NO: 2126 Reverse Primer TCAAGTCCCAAAATGTTGCT SEQ ID NO: 2127 TRAG3 NM_004909.1 Forward Primer GACGCTGGTCTGGTGAAGATG SEQ ID NO: 2128 Probe CCAGGAAACCACGAGCCTCCAGC SEQ ID NO: 2129 Reverse Primer TGGGTGGTTGTTGGACAATG SEQ ID NO: 2130 TRAIL NM_003810.1 Forward Primer CTTCACAGTGCTCCTGCAGTCT SEQ ID NO: 2131 Probe AAGTACACGTAAGTTACAGCCACACA SEQ ID NO: 2132 Reverse Primer CATCTGCTTCAGCTCGTTGGT SEQ ID NO: 2133 TS NM_001071.1 Forward Primer GCCTCGGTGTGCCTTTCA SEQ ID NO: 2134 Probe CATCGCCAGCTACGCCCTGCTC SEQ ID NO: 2135 Reverse Primer CGTGATGTGCGCAATCATG SEQ ID NO: 2136 TST NM_003312.4 Forward Primer GGAGCCGGATGCAGTAGGA SEQ ID NO: 2137 Probe ACCACGGATATGGCCCGAGTCCA SEQ ID NO: 2138 Reverse Primer AAGTCCATGAAAGGCATGTTGA SEQ ID NO: 2139 TUBA1 NM_006000.1 Forward Primer TGTCACCCCGACTCAACGT SEQ ID NO: 2140 Probe AGACGCACCGCCCGGACTCAC SEQ ID NO: 2141 Reverse Primer ACGTGGACTGAGATGCATTCAC SEQ ID NO: 2142 TUBB NM_001069.1 Forward Primer CGAGGACGAGGCTTAAAAAC SEQ ID NO: 2143 Probe TCTCAGATCAATCGTGCATCCTTAGTGAA SEQ ID NO: 2144 Reverse Primer ACCATGCTTGAGGACAACAG SEQ ID NO: 2145 TUFM NM_003321.3 Forward Primer GTATCACCATCAATGCGGC SEQ ID NO: 2146 Probe CATGTGGAGTATAGCACTGCCGCC SEQ ID NO: 2147 Reverse Primer CAGTCTGTGTGGGCGTAGTG SEQ ID NO: 2148 TULP3 NM_003324.2 Forward Primer TGTGTATAGTCCTGCCCCTCAA SEQ ID NO: 2149 Probe CCGGATTATCCGACATCTTACTGTGA SEQ ID NO: 2150 Reverse Primer CCCGATCCATTCCCCTTTTA SEQ ID NO: 2151 tusc4 NM_006545.4 Forward Primer GGAGGAGCTAAATGCCTCAG SEQ ID NO: 2152 Probe ACTCATCAATGGGCAGAGTGCACC SEQ ID NO: 2153 Reverse Primer CCTTCAAGTGGATGGTGTTG SEQ ID NO: 2154 UBB NM_018955.1 Forward Primer GAGTCGACCCTGCACCTG SEQ ID NO: 2155 Probe AATTAACAGCCACCCCTCAGGCG SEQ ID NO: 2156 Reverse Primer GCGAATGCCATGACTGAA SEQ ID NO: 2157 UBC NM_021009.2 Forward Primer ACGCACCCTGTCTGACTACA SEQ ID NO: 2158 Probe CATCCAGAAAGAGTCCACCCTGCA SEQ ID NO: 2159 Reverse Primer ACCTCTAAGACGGAGCACCA SEQ ID NO: 2160 UBE2C NM_007019.2 Forward Primer TGTCTGGCGATAAAGGGATT SEQ ID NO: 2161 Probe TCTGCCTTCCCTGAATCAGACAACC SEQ ID NO: 2162 Reverse Primer ATGGTCCCTACCCATTTGAA SEQ ID NO: 2163 UBE2M NM_003969.1 Forward Primer CTCCATAATTTATGGCCTGCAGTA SEQ ID NO: 2164 Probe TCTTCTTGGAGCCCAACCCCGAG SEQ ID NO: 2165 Reverse Primer TGCGGCCTCCTTGTTCAG SEQ ID NO: 2166 UBL1 NM_003352.3 Forward Primer GTGAAGCCACCGTCATCATG SEQ ID NO: 2167 Probe CTGACCAGGAGGCAAAACCTTCAACTGA SEQ ID NO: 2168 Reverse Primer CCTTCCTTCTTATCCCCCAAGT SEQ ID NO: 2169 UCP2 NM_003355.2 Forward Primer ACCATGCTCCAGAAGGAGG SEQ ID NO: 2170 Probe CCCCGAGCCTTCTACAAAGGGTTC SEQ ID NO: 2171 Reverse Primer AACCCAAGCGGAGAAAGG SEQ ID NO: 2172 UGT1A1 NM_000463.2 Forward Primer CCATGCAGCCTGGAATTTG SEQ ID NO: 2173 Probe CTACCCAGTGCCCCAACCCATTCTC SEQ ID NO: 2174 Reverse Primer GAGAGGCCTGGGCACGTA SEQ ID NO: 2175 UMPS NM_000373.1 Forward Primer TGCGGAAATGAGCTCCAC SEQ ID NO: 2176 Probe CCCTGGCCACTGGGGACTACACTA SEQ ID NO: 2177 Reverse Primer CCTCAGCCATTCTAACCGC SEQ ID NO: 2178 UNC5A XM_030300.7 Forward Primer GACAGCTGATCCAGGAGCC SEQ ID NO: 2179 Probe CGGGTCCTGCACTTCAAGGACAGT SEQ ID NO: 2180 Reverse Primer ATGGATAGGCGCAGGTTG SEQ ID NO: 2181 UNC5B NM_170744.2 Forward Primer AGAACGGAGGCCGTGACT SEQ ID NO: 2182 Probe CGGGACGCTGCTCGACTCTAAGAA SEQ ID NO: 2183 Reverse Primer CATGCACAGCCCATCTGT SEQ ID NO: 2184 UNC5C NM_003728.2 Forward Primer CTGAACACAGTGGAGCTGGT SEQ ID NO: 2185 Probe ACCTGCCGCACACAGAGTTTGC SEQ ID NO: 2186 Reverse Primer CTGGAAGATCTGCCCTTCTC SEQ ID NO: 2187 upa NM_002658.1 Forward Primer GTGGATGTGCCCTGAAGGA SEQ ID NO: 2188 Probe AAGCCAGGCGTCTACACGAGAGTCTCAC SEQ ID NO: 2189 Reverse Primer CTGCGGATCCAGGGTAAGAA SEQ ID NO: 2190 UPP1 NM_003364.2 Forward Primer ACGGGTCCTGCCTCAGTT SEQ ID NO: 2191 Probe TCAGCTTTCTCTGCATTGGCTCCC SEQ ID NO: 2192 Reverse Primer CGGGGCAATCATTGTGAC SEQ ID NO: 2193 VCAM1 NM_001078.2 Forward Primer TGGCTTCAGGAGCTGAATACC SEQ ID NO: 2194 Probe CAGGCACACACAGGTGGGACACAAAT SEQ ID NO: 2195 Reverse Primer TGCTGTCGTGATGAGAAAATAGTG SEQ ID NO: 2196 VCL NM_003373.2 Forward Primer GATACCACAACTCCCATCAAGCT SEQ ID NO: 2197 Probe AGTGGCAGCCACGGCGCC SEQ ID NO: 2198 Reverse Primer TCCCTGTTAGGCGCATCAG SEQ ID NO: 2199 VCP NM_007126.2 Forward Primer GGCTTTGGCAGCTTCAGAT SEQ ID NO: 2200 Probe AGCTCCACCCTGGTTCCCTGAAG SEQ ID NO: 2201 Reverse Primer CTCCACTGCCCTGACTGG SEQ ID NO: 2202 VDAC1 NM_003374.1 Forward Primer GCTGCGACATGGATTTCGA SEQ ID NO: 2203 Probe TTGCTGGGCCTTCCATCCGG SEQ ID NO: 2204 Reverse Primer CCAGCCCTCGTAACCTAGCA SEQ ID NO: 2205 VDAC2 NM_003375.2 Forward Primer ACCCACGGACAGACTTGC SEQ ID NO: 2206 Probe CGCGTCCAATGTGTATTCCTCCAT SEQ ID NO: 2207 Reverse Primer AGCTTTGCCAAGGTCAGC SEQ ID NO: 2208 VDR NM_000376.1 Forward Primer GCCCTGGATTTCAGAAAGAG SEQ ID NO: 2209 Probe CAAGTCTGGATCTGGGACCCTTTCC SEQ ID NO: 2210 Reverse Primer AGTTACAAGCCAGGGAAGGA SEQ ID NO: 2211 VEGF NM_003376.3 Forward Primer CTGCTGTCTTGGGTGCATTG SEQ ID NO: 2212 Probe TTGCCTTGCTGCTCTACCTCCACCA SEQ ID NO: 2213 Reverse Primer GCAGCCTGGGACCACTTG SEQ ID NO: 2214 VEGF_altsplice1 AF486837.1 Forward Primer TGTGAATGCAGACCAAAGAAAGA SEQ ID NO: 2215 Probe AGAGCAAGACAAGAAAATCCCTGTGGGC SEQ ID NO: 2216 Reverse Primer GCTTTCTCCGCTCTGAGCAA SEQ ID NO: 2217 VEGF_altsplice2 AF214570.1 Forward Primer AGCTTCCTACAGCACAACAAAT SEQ ID NO: 2218 Probe TGTCTTGCTCTATCTTTCTTTGGTCTGCA SEQ ID NO: 2219 Reverse Primer CTCGGCTTGTCACATTTTTC SEQ ID NO: 2220 VEGFB NM_003377.2 Forward Primer TGACGATGGCCTGGAGTGT SEQ ID NO: 2221 Probe CTGGGCAGCACCAAGTCCGGA SEQ ID NO: 2222 Reverse Primer GGTACCGGATCATGAGGATCTG SEQ ID NO: 2223 VEGFC NM_005429.2 Forward Primer CCTCAGCAAGACGTTATTTGAAATT SEQ ID NO: 2224 Probe CCTCTCTCTCAAGGCCCCAAACCAGT SEQ ID NO: 2225 Reverse Primer AAGTGTGATTGGCAAAACTGATTG SEQ ID NO: 2226 VIM NM_003380.1 Forward Primer TGCCCTTAAAGGAACCAATGA SEQ ID NO: 2227 Probe ATTTCACGCATCTGGCGTTCCA SEQ ID NO: 2228 Reverse Primer GCTTCAACGGCAAAGTTCTCTT SEQ ID NO: 2229 WIF NM_007191.2 Forward Primer TACAAGCTGAGTGCCCAGG SEQ ID NO: 2230 Probe TACAAAAGCCTCCATTTCGGCACC SEQ ID NO: 2231 Reverse Primer CACTCGCAGATGCGTCTTT SEQ ID NO: 2232 WISP1 NM_003882.2 Forward Primer AGAGGCATCCATGAACTTCACA SEQ ID NO: 2233 Probe CGGGCTGCATCAGCACACGC SEQ ID NO: 2234 Reverse Primer CAAACTCCACAGTACTTGGGTTGA SEQ ID NO: 2235 Wnt-3a NM_033131.2 Forward Primer ACAAAGCTACCAGGGAGTCG SEQ ID NO: 2236 Probe TTTGTCCACGCCATTGCCTCAG SEQ ID NO: 2237 Reverse Primer TGAGCGTGTCACTGCAAAG SEQ ID NO: 2238 Wnt-5a NM_003392.2 Forward Primer GTATCAGGACCACATGCAGTACATC SEQ ID NO: 2239 Probe TTGATGCCTGTCTTCGCGCCTTCT SEQ ID NO: 2240 Reverse Primer TGTCGGAATTGATACTGGCATT SEQ ID NO: 2241 Wnt-5b NM_032642.2 Forward Primer TGTCTTCAGGGTCTTGTCCA SEQ ID NO: 2242 Probe TTCCGTAAGAGGCCTGGTGCTCTC SEQ ID NO: 2243 Reverse Primer GTGCACGTGGATGAAAGAGT SEQ ID NO: 2244 WNT2 NM_003391.1 Forward Primer CGGTGGAATCTGGCTCTG SEQ ID NO: 2245 Probe CTCCCTCTGCTCTTGACCTGGCTC SEQ ID NO: 2246 Reverse Primer CCATGAAGAGTTGACCTCGG SEQ ID NO: 2247 WWOX NM_016373.1 Forward Primer ATCGCAGCTGGTGGGTGTA SEQ ID NO: 2248 Probe CTGCTGTTTACCTTGGCGAGGCCTTT SEQ ID NO: 2249 Reverse Primer AGCTCCCTGTTGCATGGACTT SEQ ID NO: 2250 XPA NM_000380.2 Forward Primer GGGTAGAGGGAAAAGGGTTC SEQ ID NO: 2251 Probe CAAAGGCTGAACTGGATTCTTAACCAAGA SEQ ID NO: 2252 Reverse Primer TGCACCACCATTGCTATTATT SEQ ID NO: 2253 XPC NM_004628.2 Forward Primer GATACATCGTCTGCGAGGAA SEQ ID NO: 2254 Probe TTCAAAGACGTGCTCCTGACTGCC SEQ ID NO: 2255 Reverse Primer CTTTCAATGACTGCCTGCTC SEQ ID NO: 2256 XRCC1 NM_006297.1 Forward Primer GGAGATGAAGCCCCCAAG SEQ ID NO: 2257 Probe AGAAGCAACCCCAGACCAAAACCA SEQ ID NO: 2258 Reverse Primer GTCCAGCTGCCTGAGTGG SEQ ID NO: 2259 YB-1 NM_004559.1 Forward Primer AGACTGTGGAGTTTGATGTTGTTGA SEQ ID NO: 2260 Probe TTGCTGCCTCCGCACCCTTTTCT SEQ ID NO: 2261 Reverse Primer GGAACACCACCAGGACCTGTAA SEQ ID NO: 2262 YWHAH NM_003405.2 Forward Primer CATGGCCTCCGCTATGAA SEQ ID NO: 2263 Probe AGGTTCATTCAGCTCTGTCACCGC SEQ ID NO: 2264 Reverse Primer GGAGATTTCGATCTTCATTGGA SEQ ID NO: 2265 zbtb7 NM_015898.2 Forward Primer CTGCGTTCACACCCCAGT SEQ ID NO: 2266 Probe TCTCTCCAGAACAGCTCGCCCTGT SEQ ID NO: 2267 Reverse Primer CTCAGCCACGACAGATGGT SEQ ID NO: 2268 ZG16 NM_152338.1 Forward Primer TGCTGAGCCTCCTCTCCTT SEQ ID NO: 2269 Probe TACTCCTCATCACAGTGCCCCTGC SEQ ID NO: 2270 Reverse Primer GGATGGGGGTTAGTGATAAGG SEQ ID NO: 2271

TABLE B Locus Sequence ID Gene Link Sequence Number A-Catenin NM_00190 CGTTCCGATCCTCTATACTGCATCCCAGGCATGCCTACAGCACCCTGATGTCGCAGCCTATAAGGCCA SEQ ID NO: 2272 3.1 ACAGGGACCT ABCB1 NM_00092 AAACACCACTGGAGCATTGACTACCAGGCTCGCCAATGATGCTGCTCAAGTTAAAGGGGCTATAGGTT SEQ ID NO: 2273 7.2 CCAGGCTTG ABCC5 NM_00568 TGCAGACTGTACCATGCTGACCATTGCCCATCGCCTGCACACGGTTCTAGGCTCCGATAGGATTATGG SEQ ID NO: 2274 8.1 TGCTGGCC ABCC6 NM_00117 GGATGAACCTCGACCTGCTGCAGGAGCACTCGGACGAGGCTATCTGGGCAGCCCTGGAGACGGTGCAG SEQ ID NO: 2275 1.2 CTC ACP1 NM_00430 GCTACCAAGTCCGTGCTGTTTGTGTGTCTGGGTAACATTTGTCGATCACCCATTGCAGAAGCAGTTTT SEQ ID NO: 2276 0.2 C ADAM10 NM_00111 CCCATCAACTTGTGCCAGTACAGGGTCTGTGCAGTGGAGTAGGCACTTCAGTGGTCGAACCATCACC SEQ ID NO: 2277 0.1 ADAM17 NM_00318 GAAGTGCCAGGAGGCGATTAATGCTACTTGCAAAGGCGTGTCCTACTGCACAGGTAATAGCAGTGAGT SEQ ID NO: 2278 3.3 GCCCG ADAMTS12 NM_03095 GGAGAAGGGTGGAGTGCAGCACCCAGATGGATTCTGACTGTGCGGCCATCCAGAGACCTGACCCTG SEQ ID NO: 2279 5.2 ADPRT NM_00161 TTGACAACCTGCTGGACATCGAGGTGGCCTACAGTCTGCTCAGGGGAGGGTCTGATGATAGCAGCAAG SEQ ID NO: 2280 8.2 GATCCCAT AGXT NM_00003 CTTTTCCCTCCAGTGGCACCTCCTGGAAACAGTCCACTTGGGCGCAAAACCCAGTGCCTTCCAAAT SEQ ID NO: 2281 0.1 AKAP12 NM_00510 TAGAGAGCCCCTGACAATCCTGAGGCTTCATCAGGAGCTAGAGCCATTTAACATTTCCTCTTTGCAAG SEQ ID NO: 2282 0.2 AGGAACC AKT1 NM_00516 CGCTTCTATGGCGCTGAGATTGTGTCAGCCCTGGACTACCTGCACTCGGAGAAGAACGTGGTGTACCG SEQ ID NO: 2283 3.1 GGA AKT2 NM_00162 TCCTGCCACCCTTCAAACCTCAGGTCACGTCCGAGGTCGACACAAGGTACTTCGATGATGAATTTACC SEQ ID NO: 2284 6.2 GCC AKT3 NM_00546 TTGTCTCTGCCTTGGACTATCTACATTCCGGAAAGATTGTGTACCGTGATCTCAAGTTGGAGAATCTA SEQ ID NO: 2285 5.1 ATGCTGG AL137428 AL13742 CAAGAAGAGGCTCTACCCTGGGACTGGGAATTTCCAAGGGGACCTTTGAGGATCGCAGAGCTGATTT SEQ ID NO: 2286 8.1 ALCAM NM_00162 GAGGAATATGGAATCCAAGGGGGCCAGTTCCTGCCGTCTGCTCTTCTGCCTCTTGATCTCCGCCAC SEQ ID NO: 2287 7.1 ALDH1A1 NM_00068 GAAGGAGATAAGGAGGATGTTGACMGGCAGTGAAGGCCGCAAGACAGGCTTTTCAGATTGGATCTCCG SEQ ID NO: 2288 9.1 TGGCG ALDOA NM_00003 GCCTGTACGTGCCAGCTCCCCGACTGCCAGAGCCTCAACTGTCTCTGCTTCGAGATCAAGCTCCGATG SEQ ID NO: 2289 4.2 A AMER NM_00114 GATGGTTCAGCTCTGCAAGGATCGATTTGAATATCTTTCCTTCTCGCCCACCACGCCGATGAGCAGCC SEQ ID NO: 2290 4.2 ACGGTCGA ANGPT2 NM_00114 CCGTGAAAGCTGCTCTGTAAAAGCTGACACAGCCCTCCCAAGTGAGCAGGACTGTTCTTCCCACTGCA SEQ ID NO: 2291 7.1 A ANTXR1 NM_03220 CTCCAGGTGTACCTCCAACCCTAGCCTTCTCCCACAGCTGCCTACAACAGAGTCTCCCAGCCTTCTC SEQ ID NO: 2292 8.1 ANXA1 NM_00070 GCCCCTATCCTACCTTCAATCCATCCTCGGATGTCGCTGCCTTGCATAAGGCCATAATGGTTAAAGG SEQ ID NO: 2293 0.1 ANXA2 NM_00403 CAAGACACTAAGGGCGACTACCAGAAAGCGCTGCTGTACCTGTGTGGTGGAGATGACTGAAGCCCGAC SEQ ID NO: 2294 9.1 ACG ANXA5 NM_00115 GCTCAAGCCTGGAAGATGACGTGGTGGGGGACACTTCAGGGTACTACCAGCGGATGTTGGTGGTTCT SEQ ID NO: 2295 4.2 AP-1 (JUN NM_00222 GACTGCAAAGATGGAAACGACCTTCTATGACGATGCCCTCAACGCCTCGTTCCTCCCGTCCGAGAGCG SEQ ID NO: 2296 official) 8.2 GACCTTATGGCTA APC NM_00003 GGACAGCAGGAATGTGTTTCTCCATACAGGTCACGGGGAGCCAATGGTTCAGAAACAAATCGAGTGGG SEQ ID NO: 2297 8.1 T APEX-1 NM_00164 GATGAAGCCTTTCGCAAGTTCCTGAAGGGCCTGGCTTCCCGAAAGCCCCTTGTGCTGTGTGGAGACCT SEQ ID NO: 2298 1.2 APG-1 NM_01427 ACCCCGGCCTGTATATCATTGGGATCAAGAACTCGAGCCATTGGAAATGCAGCAAAGAGCCAGATAG SEQ ID NO: 2299 8.2 APN (ANPEP NM_00115 CCACCTTGGACCAAAGTAAAGCGTGGAATCGTTACCGCCTCCCCAACACGCTGAAACCCGATTCCTAC SEQ ID NO: 2300 official) 0.1 CAGGTGACGCTGAGA APOC1 NM_00164 GGAAACACACTGGAGGACAAGGCTCGGGAACTCATCAGCCGCATCAAACAGAGTGAACTTTCTGCCAA SEQ ID NO: 2301 5.3 GATGCG AREG NM_00165 TGTGAGTGAAATGCCTTCTAGTAGTGAACCGTCCTCGGGAGCCGACTATGACTACTCAGAAGAGTATG SEQ ID NO: 2302 7.1 ATAACGAACCACAA ARG NM_00515 CGCAGTGCAGCTGAGTATCTGCTCAGCAGTCTAATCAATGGCAGCTTCCTGGTGCGAGAAAGTGAGAG SEQ ID NO: 2303 8.2 TAGCCCTGGGCA ARHF NM_01903 ACTGGCCCACTTAGTCCTCAAGCTCCCAACCTGCTGTCCCTCAAGCCCCGCTTCTACCAGCCTGTGGA SEQ ID NO: 2304 4.2 GTTCAG ATOH1 NM_00517 GCAGCCACCTGCAACTTTGCAGGCGAGAGAGCATCCCGTCTACCCGCCTGAGCTGTCCCTCCTGGA SEQ ID NO: 2305 2.1 ATP5A1 NM_00404 GATGCTGCCACTCAACAACTTTTGAGTCGTGGCGTGCGTCTAACTGAGTTGCTGAAGCAAGGACA SEQ ID NO: 2306 6.3 ATP5E NM_00688 CCGCTTTCGCTACAGCATGGTGGCCTACTGGAGACAGGCTGGACTCAGGTACATCCGATACTCCCA SEQ ID NO: 2307 6.2 AURKB NM_00421 AGCTGCAGAAGAGCTGCACATTTGACGAGCAGCGAACAGCCACGATCATGGAGGAGTTGGCAGATGC SEQ ID NO: 2308 7.1 Axin 2 NM_00465 GGCTATGTCTTTGCACCAGCCACCAGCGCCAACGACAGTGAGATATCCAGTGATGCGCTGACGGAT SEQ ID NO: 2309 5.2 axin 1 NM_00350 CCGTGTGACAGCATCGTTGTGGCGTACTACTTCTGCGGGGAACCCATCCCCTACCGCACCCTGGTGAG SEQ ID NO: 2310 2.2 B-Catenin NM_00190 GGCTCTTGTGCGTACTGTCCTTCGGGCTGGTGACAGGGAAGAGATCAGTGAGGGTGGCATCTGTGCTC SEQ ID NO: 2311 4.1 TTCGTCATGTGA BAD NM_03298 GGGTGAGGTGCCTCGAGATCGGGCTTGGGCCCAGAGCATGTTCCAGATCCCAGAGTTTGAGCCGAGTGA SEQ ID NO: 2312 9.1 GGAG BAG1 NM_00432 CGTTGTCAGCACTTGGAATACAAGATGGTTGCCGGGTCATGTTAATTGGGAAAAAGAACAGTCCACAGG SEQ ID NO: 2313 3.2 AAGAGGTTGAAC BAG2 NM_00428 CTAGGGGCAAAAAGCATGACTGCTTTTTCCTGTCTGGCATGGAATCACGCAGTCACCTTGGGCATTTAG SEQ ID NO: 2314 2.2 BAG3 NM_00428 GAAAGTAAGCCAGGCCCAGTTGGACCAGAACTCCCTCCTGGACACATCCCAATTCAAGTGATCCGCAAA SEQ ID NO: 2315 1.2 GAGGT Bak NM_00118 CCATTCCCACCATTCTACCTGAGGCCAGGACGTCTGGGGTGTGGGGATTGGTGGGTCTATGTTCCC SEQ ID NO: 2316 8.1 Bax NM_00432 CCGCCGTGGACACAGACTCCCCCCGAGAGGTCTTTTTCCGAGTGGCAGCTGACATGTTTTCTGACGGCA SEQ ID NO: 2317 4.1 A BBC3 NM_01441 CCTGGAGGGTCCTGTACAATCTCATCATGGGACTCCTGCCCTTACCCAGGGGCCACAGAGCCCCCGAGA SEQ ID NO: 2318 7.1 TGGAGCCCAATTAG BCAS1 NM_00365 CCCCGAGACAACGGAGATAAGTGCTGTTGCGGATGCCAACGGAAAGAATCTTGGGAAAGAGGCCAAACC SEQ ID NO: 2319 7.1 CGAG BcI2 NM_00063 CAGATGGACCTAGTACCCACTGAGATTTCCACGCCGAAGGACAGCGATGGGAAAAATGCCCTTAAATCA SEQ ID NO: 2320 3.1 TAGG BGL2L10 NM_02039 GCTGGGATGGCTTTTGTCACTTCTTCAGGACCCCCTTTCCACTGGCTTTTTGGAGAAAACAGCTGGTCC SEQ ID NO: 2321 6.2 AGGC BGL2L11 NM_13862 AATTACCAAGCAGGGGAAGACGACCCACGAATGGTTATCTTACGAGTGTTAGGTTACATTGTCCGCCTG SEQ ID NO: 2322 1.1 BCL2L12 NM_13863 AACCCACCCCTGTCTTGGAGCTGCGGGTAGCTCTCAAACTCGAGGCTGCGCACCCCCTTTCCCGTCAGC SEQ ID NO: 2323 9.1 TGAG BcIx NM_00119 CTTTTGTGGAACTCTATGGGAACAATGCAGCAGCCGAGAGCCGAAAGGGCCAGGAACGCTTCAACCGCT SEQ ID NO: 2324 1.1 G BCRP NM_00482 TGTACTGGCGAAGAATATTTGGTAAAGCAGGGCATCGATCTCTCACCCTGGGGCTTGTGGAAGAATCAC SEQ ID NO: 2325 7.1 GTGGC BFGF NM_00708 CCAGGAAGAATGCTTAAGATGTGAGTGGATGGATCTCAATGACCTGGCGAAGACTGAAAATACAACTCC SEQ ID NO: 2326 3.1 CATCACCA BGN NM_00171 GAGCTCCGCAAGGATGACTTCAAGGGTCTCCAGCACCTCTACGCCCTCGTCCTGGTGAACAACAAG SEQ ID NO: 2327 1.3 BID NM_00119 GGACTGTGAGGTCAACAACGGTTCCAGCCTCAGGGATGAGTGCATCACAAACCTACTGGTGTTTGGCTT SEQ ID NO: 2328 6.2 CC BIK NM_00119 ATTCCTATGGCTCTGCAATTGTCACCGGTTAACTGTGGCCTGTGCCCAGGAAGAGCCATTCACTCCTGC SEQ ID NO: 2329 7.3 C BIN1 NM_00430 CCTGCAAAAGGGAACAAGAGCCCTTCGCCTCCAGATGGCTCCCCTGCCGCACCCCCGAGATCAGAGTCA SEQ ID NO: 2330 5.1 AACCACG BLMH NM_00038 GGTTGCTGCCTCCATCMAGATGGAGAGGCTGTGTGGTTTGGCTGTGATGTTGGAAAACACTTCAATAGC SEQ ID NO: 2331 6.2 AAGCTGG BMP2 NM_00120 ATGTGGACGCTCTTTCAATGGACGTGTCCCCGCGTGCTTCTTAGACGGACTGCGGTCTCCTAAAGGTCG SEQ ID NO: 2332 0.1 ACCATGGT BM P4 NM_00120 GGGCTAGCCATTGAGGTGACTCACCTCCATCAGACTCGGACCCACCAGGGCCAGCATGTCAGGATTAGC SEQ ID NO: 2333 2.2 BMP7 NM_00171 TCGTGGAACATGACAAGGAATTCTTCCACCCACGCTACCACCATCGAGAGTTCCGGTTTGATCTTTCCA SEQ ID NO: 2334 9.1 BMPR1A NM_00432 TTGGTTCAGCGAACTATTGCCAAACAGATTCAGATGGTCCGGCAAGTTGGTAAAGGCCGATATGGAGA SEQ ID NO: 2335 9.2 BRAF NM_00433 CCTTCCGACCAGCAGATGAAGATCATCGAAATCAATTTGGGCAACGAGACCGATCCTCATCAGCTCCCA SEQ ID NO: 2336 3.1 ATGTGCATATAAA BRCA1 NM_00729 TCAGGGGGCTAGAAATCTGTTGCTATGGGCCCTTCACCAACATGCCCACAGATCAACTGGAATGG SEQ ID NO: 2337 5.1 BRCA2 NM_00005 AGTTCGTGCTTTGCAAGATGGTGCAGAGCTTTATGAAGCAGTGAAGAATGCAGCAGACCCAGCTTACCT SEQ ID NO: 2338 9.1 T BRK NM_00597 GTGCAGGAAAGGTTCACAAATGTGGAGTGTCTGCGTCCAATACACGCGTGTGCTCCTCTCCTTACTCCA SEQ ID NO: 2339 5.1 TCGTGTGTGC BTF3 NM_00120 CAGTGATCCACTTTAACAACCCTAAAGTTCAGGCATCTCTGGCAGCGAACACTTTCACCATTACAGGCC SEQ ID NO: 2340 7.2 ATGCT BTRC NM_03363 GTTGGGACACAGTTGGTCTGCAGTCGGCCCAGGACGGTCTACTCAGCACMCTGACTGCTTCA SEQ ID NO: 2341 7.2 BUB1 NM_00433 CCGAGGTTAATCCAGCACGTATGGGGCCAAGTGTAGGCTCCCAGCAGGAACTGAGAGCGCCATGTCTT SEQ ID NO: 2342 6.1 BUB1B NM_00121 TCAACAGAAGGCTGAACCACTAGAAAGACTACAGTCCCAGCACCGACAATTCCAAGCTGGAGTGTCTCG SEQ ID NO: 2343 1.3 GCAAACTCTGTTG BUB3 NM_00472 CTGAAGCAGATGGTTCATCATTVCCTGGGCTGTTAACAAAGCGAGGTTAAGGTTAGACTCTTGGGAATC SEQ ID NO: 2344 5.1 AGC c-abl NM_00515 CCATCTCGCTGAGATACGAAGGGAGGGTGTACCATTACAGGATCAACACTGCTTCTGATGGCAAGCTCT SEQ ID NO: 2345 7.2 ACGTCT c-kit NM_00022 GAGGCAACTGCTTATGGCTTAATTAAGTCAGATGCGGCCATGACTGTCGCTGTAAAGATGCTCAAGCCG SEQ ID NO: 2346 2.1 AGTGCC c-myb (MYB NM_00537 AACTCAGACTTGGAAATGCCTTCTTTAACTTCCACCCCCCTCATTGGTCACAAATTGACTGTTACAACA SEQ ID NO: 2347 offical 5.1 CCAGTTCATAGAGACCAG c-Src NM_00541 TGAGGAGTGGTATTTTGGCAAGATCACCAGACGGGAGTCAGAGCGGTTACTGCTCAATGCAGAGAACCC SEQ ID NO: 2348 7.3 GAGAG C20 orf1 NM_01211 TCAGCTGTGAGCTGCGGATACCGCCCGGCAATGGGACCTGCTCTTAACCTCAAACCTAGGACCGT SEQ ID NO: 2349 2.2 C20oRF126 NM_03081 CCAGCACTGCTCGTTACTGTCTGCCTTCAGTGGTCTGAGGTCCCAGTATGAACTGCCGTGAAGTCAA SEQ ID NO: 2350 5.2 C8orf4 NM_02013 CTACGAGTCAGCCCATCCATCCATGGCTACCACTTCGACACAGCCTCTCGTAAGAAAGCCGTGGGCA SEQ ID NO: 2351 0.2 CA9 NM_00121 ATCCTAGCCCTGGTTTTTGGCCTCCTTTTTGCTGTCACCAGCGTCGCGTTCCTTGTGCAGATGAGAAGG SEQ ID NO: 2352 6.1 CAG Cad 17 NM_00406 GAAGGCCAAGAACCGAGTCAAATTATATTCCAGTTTAAGGCCAATCCTCCTGCTGTGACTTTTGAACTA SEQ ID NO: 2353 3.2 ACTGGGGA CALD 1 NM_00434 CACTAAGGTTTGAGACAGTTCCAGAAAGAACCCAAGCTCAAGACGCAGGACGAGCTCAGTTGTAGAGGG SEQ ID NO: 2354 2.4 CTAATTCGC CAPG NM_00174 GATTGTCACTGATGGGGAGGAGCCTGCTGAGATGATCCAGGTCCTGGGCCCCAAGCCTGCTCTGAAGG SEQ ID NO: 2355 7.1 CAPN 1 NM_00518 CAAGAAGCTGTACGAGCTCATCATCACCCGCTACTCGGAGCCCGACCTGGCGGTCGACTTTGACAATTT SEQ ID NO: 2356 6.2 CGTTTGCTGC CASP8 NM_03335 CCTCGGGGATACTGTCTGATCATCAACAATCACAATTTTGCAAAAGCACGGGAGAAAGTGCCCAAACTT SEQ ID NO: 2357 7.1 C CASP9 NM_00122 TGAATGCCGTGGATTGCACGTGGCCTCTTGAGCAGTGGCTGGTCCAGGGCTAGTGACTTGTGTCCCATG SEQ ID NO: 2358 9.2 ATCCCTGT CAT NM_00175 ATCCATTCGATCTCACCAAGGTTTGGCCTCACAAGGACTACCCTCTCATCCCAGTTGGTAAACTGGTCT SEQ ID NO: 2359 2.1 TAAACCGGA CAV1 NM_00175 GTGGCTCAACATTGTGTTCCCATTTCAGCTGATCAGTGGGCCTCCAAGGAGGGGCTGTAAAATGGAGGC SEQ ID NO: 2360 3.3 CATTG CBL NM_00518 TCATTCACAAACCTGGCAGTTATATCTTCCGGCTGAGCTGTACTCGTCTGGGTCAGTGGGCTATTGGGT SEQ ID NO: 2361 8.1 ATG CCL20 NM_00459 CCATGTGCTGTACCAAGAGTTTGCTCCTGGCTGCTTTGATGTCAGTGCTGCTACTCCACCTCTGCGGCG SEQ ID NO: 2362 1.1 CCL3 NM_00298 AGCAGACAGTGGTCAGTCCTTTCTTGGCTCTGCTGACACTCGAGCCCACATTCCGTCACCTGCTCAGAA SEQ ID NO: 2363 3.1 TCATGCAG CCNA2 NM_00123 CCATACCTCAAGTATTTGCCATCAGTTATTGCTGGAGCTGCCTTTCATTTAGCACTCTACACAGTCACG SEQ ID NO: 2364 7.2 GGACAAAGCT CCNB1 NM_03196 TTCAGGTTGTTGCAGGAGACCATGTACATGACTGTCTCCATTATTGATCGGTTCATGCAGAATAATTGT SEQ ID NO: 2365 6.1 GTGCCCAAGAAGATG CCNB2 NM_00470 AGGCTTCTGCAGGAGACTCTGTACATGTGCGTTGGCATTATGGATCGATTTTTACAGGTTCAGCCAGTT SEQ ID NO: 2366 1.2 TCCC CCND1 NM_00175 GCATGTTCGTGGCCTCTAAGATGAAGGAGACCATCCCCCTGACGGCCGAGAAGCTGTGCATCTACACCG SEQ ID NO: 2367 8.1 CCND3 NM_00176 CCTCTGTGCTACAGATTATACCTTTGCCATGTACCCGCCATCCATGATCGCCACGGGCAGCATTGGGGC SEQ ID NO: 2368 0.2 TGCAGTG CONE1 NM_00123 AAAGAAGATGATGACCGGGTTTACCCAAACTCAACGTGCAAGCCTCGGATTATTGCACCATCCAGAGGC SEQ ID NO: 2369 8.1 TC CCNE2 NM_05774 ATGCTGTGGCTCCTTCCTAACTGGGGCTTTCTTGACATGTAGGTTGCTTGGTAATAACCTTTTTGTATA SEQ ID NO: 2370 9.1 TCACAATTTGGGT CCNE2 NM_05774 GGTCACCAAGAAACATCAGTATGAAATTAGGAATTGTTGGCCACCTGTATTATCTGGGGGGATCAGTCC SEQ ID NO: 2371 variant 1 9var1 TTGCATTATCATTGAA CCR7 NM_00183 GGATGACATGCACTCAGCTCTTGGCTCCACTGGGATGGGAGGAGAGGACAAGGGAAATGTCAGG SEQ ID NO: 2372 8.2 CD105 NM_00011 GCAGGTGTCAGCAAGTATGATCAGCAATGAGGCGGTGGTCAATATCCTGTCGAGCTCATCACCACAGCG SEQ ID NO: 2373 8.1 GAAAAA CD134 NM_00332 GCCCAGTGCGGAGAACAGGTCCAGCTTGATTCTCGTCTCTGCACTTAAGCTGTTCTCCAGGTGCGTGTG SEQ ID NO: 2374 (TNFRSF4 7.1 ATT official) CD18 NM_00021 CGTCAGGACCCACCATGTCTGCCCCATCACGCGGCCGAGACATGGCTTGGCCACAGCTCTTGAGGATGT SEQ ID NO: 2375 1.1 CACCAATTAACC CD24 NM_01323 TCCAACTAATGCCACCACCAAGGCGGCTGGTGGTGCCCTGCAGTCAACAGCCAGTCTCTTCGTGGTCTC SEQ ID NO: 2376 0.1 ACTCTCTC CD28 NM_00613 TGTGAAAGGGAAACACCTTTGTCCAAGTCCCCTATTTCCCGGACCTTCTAAGCCCTTTTGGGTGCT SEQ ID NO: 2377 9.1 CD31 NM_00044 TGTATTTCAAGACGTGTGTGCACTTATTTATGAACCTGCGCTGCTGGGAGAGAAGAGAGCAATTCCTCA SEQ ID NO: 2378 2.1 GGCTAA CD34 NM_00177 CCACTGCACACACCTCAGAGGCTGTTCTTGGGGCCCTACACCTTGAGGAGGGGCAGGTAAACTCCTG SEQ ID NO: 2379 3.1 CD3z NM_00073 AGATGAAGTGGAAGGCGCTTTTCACCGCGGCCATCCTGCAGGCACAGTTGCCGATTACAGAGGCA SEQ ID NO: 2380 4.1 CD44E X55150 ATCACCGACAGCACAGACAGAATGCCTGCTACCAATATGGACTCCAGTCATAGTACAACGCTTCAGCCT SEQ ID NO: 2381 ACTGCAAATCCAAACACAGGT CD44s M59040.1 GACGAAGACAGTCCCTGGATCACCGACAGCACAGACAGAATCCCTGCTACCAGAGACCAAGACACATTC SEQ ID NO: 2382 CACCCCAGT CD44v3 AJ251595 CACACAAAACAGAACCAGGACTGGACCCAGTGGAACCCAAGCCATTCAAATCCGGMGTGCTACTTCAG SEQ ID NO: 2383 v3 CD44v6 AJ251595 CTCATACCAGCCATCCAATGCAAGGAAGGACAACACCAAGCCCAGAGGACAGTTCCTGGACTGATTTCT SEQ ID NO: 2384 v6 TCAACCCAA CD68 NM_00125 TGGTTCCCAGCCCTGTGTCCACCTCCAAGCCCAGATTCAGATTCGAGTCATGTACACAACCCAGGGTGG SEQ ID NO: 2385 1.1 AGGAG CD80 NM_00519 TTCAGTTGCTTTGCAGGAAGTGTCTAGAGGAATATGGTGGGCACAGAAGTAGCTCTGGTGACCTTGATC SEQ ID NO: 2386 1.2 AA CD82 NM_00223 GTGCAGGCTCAGGTGAAGTGCTGCGGCTGGGTCAGCTTCTACAACTGGACAGACAACGCTGAGCTCATG SEQ ID NO: 2387 1.2 AATCGCCCTGAGGTC CD8A NM_17182 AGGGTGAGGTGCTTGAGTCTCCAACGGCAAGGGAACAAGTACTTCTTGATACCTGGGATACTGTGCCC SEQ ID NO: 2388 7.1 CD9 NM_00176 GGGCGTGGAACAGTTTATCTCAGACATCTGCCCCAAGAAGGACGTACTCGAAACCTTCACCGTG SEQ ID NO: 2389 9.1 CDC2 NM_00178 GAGAGCGACGCGGTTGTTGTAGCTGCCGCTGCGGCCGCCGCGGAATAATAAGCCGGGATCTACCATAC SEQ ID NO: 2390 6.2 CDC20 NM_00125 TGGATTGGAGTTCTGGGAATGTACTGGCCGTGGCACTGGACAACAGTGTGTACCTGTGGAGTGCAAGC SEQ ID NO: 2391 5.1 cdc25A NM_00178 TCTTGCTGGCTACGCCTCTTCTGTCCCTGTTAGACGTCCTCCGTCCATATCAGAACTGTGCCACAATGC SEQ ID NO: 2392 9.1 CG CDC25B NM_02187 AAACGAGCAGTTTGCCATCAGACGCTTCCAGTCTATGCCGGTGAGGCTGCTGGGCCACAGCCCCGTGCT SEQ ID NO: 2393 4.1 TCGGAACATCACCAAC CDC250 NM_00179 GGTGAGCAGAAGTGGCCTATATCGCTCCCCGTCGATGCCAGAGAACTTGAACAGGCCAAGACTGAAG SEQ ID NO: 2394 0.2 CDC4 NM_01831 GCAGTCCGCTGTGTTCAATATGATGGCAGGAGGGTTGTTAGTGGAGCATATGATTTTATGGTAAAGGTG SEQ ID NO: 2395 5.2 TGGGATCC CDC42 NM_00179 TCCAGAGACTGCTGAAAAGCTGGCCCGTGACCTGAAGGCTGTCAAGTATGTGGAGTGTTCTGCACTTAC SEQ ID NO: 2396 1.2 ACA CDC42 BPA NM_00360 GAGCTGAAAGACGCACACTGTCAGAGGAAACTGGCCATGCAGGAATTCATGGAGATCAATGAGCGGC SEQ ID NO: 2397 7.2 CDC6 NM_00125 GCAACACTCCCCATTTACCTCCTTGTTCTCCACCAAAGCAAGGCAAGAAAGAGAATGGTCCCCCTCA SEQ ID NO: 2398 4.2 CDGA7 v2 NM_14581 AAGACCGTGGATGGCTAGATGAATGAAGATGACCTGCCCAGAAGCCGTCGCTCCAGATCATCCGTGACC SEQ ID NO: 2399 0.1 CT CDH1 NM_00436 TGAGTGTCCCCCGGTATCTTCCCCGCCCTGCCAATCCCGATGAAATTGGAAATTTTATTGATGAAAATC SEQ ID NO: 2400 0.2 TGAAAGCGGCTG CDH11 NM_00179 GTCGGCAGAAGCAGGACTTGTACCTTCTGCCCATAGTGATCAGCGATGGCGGCATCCCGCCCATGAGTA SEQ ID NO: 2401 7.2 G CDH3 NM_00179 ACCCATGTACCGTCCTCGGCCAGCCAACCCAGATGAAATCGGCAACTTTATAATTGAGAACCTGAAGGC SEQ ID NO: 2402 3.3 GG CDK2 NM_00179 AATGCTGCACTACGACCCTAACAAGCGGATTTCGGCCAAGGCAGCCCTGGCTCACCCTTTCTTCCAGGA SEQ ID NO: 2403 8.2 TGTGACCAA COX1 NM_00180 AGCAACACCAGCCTCCTGGCCACCTCCTCTCCAATGCCTGTGAAAGAGGAGTTTCTGCCATAGCCC SEQ ID NO: 2404 4.1 Cdx2 NM_00126 GGGCAGGCAAGGTTTACACTGCGGAAGCCAAAGGCAGCTAAGATAGAAAGCTGGACTGACCAAAGAC SEQ ID NO: 2405 5.2 CEACAM1 NM_00171 ACTTGCCTGTTCAGAGCACTCATTCCTTCCCACCCCCAGTCCTGTCCTATCACTCTAATTCGGATTTGC SEQ ID NO: 2406 2.2 CA CEACAM6 NM_00248 CACAGCCTCACTTCTAACCTTCTGGAACCCACCCACCACTGCCAAGCTCACTATTGAATCCACGCCATT SEQ ID NO: 2407 3.2 CAA CEBPB NM_00519 GCAACCCACGTGTAACTGTCAGCCGGGCCCTGAGTAATCGCTTAAAGATGTTCCTACGGGCTTGT SEQ ID NO: 2408 4.2 CEGP1 NM_02097 TGACAATCAGCACACCTGCATTCACCGCTCGGAAGAGGGCCTGAGCTGCATGAATMGGATCACGGCTGT SEQ ID NO: 2409 4.1 AGTCAGA CENPA NM_00180 TAAATTCACTCGTGGTGTGGACTTCAATTGGCAAGCCCAGGCCCTATTGGCCCTACAAGAGGC SEQ ID NO: 2410 9.2 CENPE NM_00181 GGATGCTGGTGACCTCTTCTTCCCTCACGTTGCAACAGGAATTAAAGGCTAAAAGAAAACGAAGAGTTA SEQ ID NO: 2411 3.1 CTTGGTGCCTTGGC CENPF NM_01634 CTCCCGTCAACAGCGTTCTTTCCAAACACTGGACCAGGAGTGCATCCAGATGAAGGCCAGACTCACCG SEQ ID NO: 2412 3.2 CES2 NM_00386 ACTTTGCGAGAAATGGGAACCCCAATGGCGAGGGTCTGCCACACTGGCCGCTGTTCGACCAGGAGGAGC SEQ ID NO: 2413 9.4 AATACCTG CGA (CHGA NM_00127 CTGAAGGAGCTCCAAGACCTCGCTCTCCAAGGCGGCAAGGAGAGGGCACATCAGCAGAAGAAAGACAGG SEQ ID NO: 2414 official) 5.2 GGTTTTG CGB NM_00073 CCACCATAGGCAGAGGCAGGCCTTCCTACACCCTACTCCCTGTGCCTCCAGCCTCGACTAGTCCCTAGC SEQ ID NO: 2415 7.2 ACTCGACGACT CHAF1B NM_00544 GAGGCCAGTGGTGGAAACAGGTGTGGAGCTGATGAGTCTGCCCTACCGCCTGGTGTTTGCTGTGGCCTC SEQ ID NO: 2416 1.1 GGA CHD2 NM_00127 CTCTGTGCGAGGCTGTCAGCCACACTAGGTATCAGGGATCCCGAGATGGGTACCAGCCCACAGTCCTTA SEQ ID NO: 2417 1.1 CC CHFR NM_01822 AAGGAAGTGGTCCCTCTGTGGCAAGTGATGAAGTCTCCAGCTTTGCCTCAGCTCTCCCAGACAGAAAGA SEQ ID NO: 2418 3.1 CTGCGTC Chk1 NM_00127 GATAAATTGGTACAAGGGATCAGCT1TVCCCAGCCCACATGTCCTGATCATATGCTTTTGAATAGTCAG SEQ ID NO: 2419 4.1 TTACTTGGCACCC Chk2 NM_00719 ATGTGGAACCCCCACCTACTTGGCGCCTGAAGTTCTTGTTTCTGTTGGGACTGGTGGGTATAACCGTGC SEQ ID NO: 2420 4.1 TGTGGACTG CIAP1 NM_00116 TGCCTGTGGTGGGAAGCTCAGTAACTGGGAACCAAAGGATGATGCTATGTCAGAACACCGGAGGCATTT SEQ ID NO: 2421 6.2 TCC cIAP2 NM_00116 GGATATTTCCGTGGCTCTTATTCAAACTCTCCATCAAATCCTGTAAACTCCAGAGCAAATCAAGATTTT SEQ ID NO: 2422 5.2 TCTGCCTTGATGAGAAG CKS1B NM_00182 GGTCCCTAAAACCCATCTGATGTCTGAATCTGAATGGAGGAATCTTGGCGTTCAGCAGAGTCAGGGATG SEQ ID NO: 2423 6.1 GGTCCATTA CKS2 NM_00182 GGCTGGACGTGGTTTTGTCTGCTGCGCCCGCTCTTCGCGCTCTCGTTTCATTTTCTGCAGCG SEQ ID NO: 2424 7.1 Claudin 4 NM_00130 GGCTGCTTTGCTGCAACTGTCCACCCCGCACAGACAAGCCTTACTCCGCCAAGTATTCTGCTGCCCGCT SEQ ID NO: 2425 5.2 CTG CLDN1 NM_02110 TCTGGGAGGTGCCCTACTTTGCTGTTCCTGTCCCCGAAAAACAACCTCTTACCCAACACCAAGGCCCTA SEQ ID NO: 2426 1.3 TCCA CLDN7 NM_00130 GGTCTGCCCTAGTCATCCTGGGAGGTGCACTGCTCTCCTGTTCCTGTCCTGGGAATGAGAGCAAGGCTG SEQ ID NO: 2427 7.3 GGTAC CLIC1 NM_00128 CGGTACTTGAGCAATGCCTACGCCCGGGAAGAATTCGCTTCCACCTGTCCAGATGATGAGGAGATCGA SEQ ID NO: 2428 8.3 CLTC NM_00485 ACCGTATGGACAGCCACAGCCTGGCTTTGGGTACAGCATGTGAGATGAAGCGCTGATCCTGTAGTCA SEQ ID NO: 2429 9.1 CLU NM_00183 CCCCAGGATACCTACCACTACCTGCCCTTCAGCCTGCCCCACCGGAGGCCTCACTTCTrCTTTCCCAAG SEQ ID NO: 2430 1.1 TCCCGGA cMet NM_00024 GACATTTCCAGTCCTGCAGTCAATGCCTCTCTGCCCCACCCTTTGTTCAGTGTGGCTGGTGCCACGACA SEQ ID NO: 2431 5.1 AATGTGTGCGATCGGAG cMYC NM_00246 TCCCTCCACTCGGAAGGACTATCCTGCTGCCAAGAGGGTCAAGTTGGACAGTGTCAGAGTCCTGAGACA SEQ ID NO: 2432 7.1 GATCAGCAACAACCG CNN NM_00129 TCCACCCTCCTGGCTTTGGCCAGCATGGCGAAGACGAAAGGAAACAAGGTGAACGTGGGAGTGA SEQ ID NO: 2433 9.2 COL1A1 NM_00008 GTGGCCATCCAGCTGACCTTCCTGCGCCTGATGTCCACCGAGGCCTCCCAGAACATCACCTACCACTG SEQ ID NO: 2434 8.2 COL1A2 NM_00008 CAGCCAAGAACTGGTATAGGAGCTCCAAGGACAAGAAACACGTCTGGCTAGGAGAAACTATCAATGCTG SEQ ID NO: 2435 9.2 GCAGCCAGTTT COPS3 NM_00365 ATGCCCAGTGTTCCTGACTTCGAAACGCTATTCTCACAGGTTCAGCTCTTCATCAGCACTTGTAATGGG SEQ ID NO: 2436 3.2 GAG COX2 NM_00096 TCTGCAGAGTTGGAAGCACTCTATGGTGACATCGATGCTGTGGAGCTGTATCCTGCCCTTCTGGTAGAA SEQ ID NO: 2437 3.1 AAGCCTCGGC CQX3 MITO_CO TCGAGTCTCCCTTCACCATTTCCGACGGCATCTACGGCTCAACATTTTTTGTAGCCACAGGCTTCCACG SEQ ID NO: 2438 X3 GACTTCACGTC CP NM_00009 CGTGAGTACACAGATGCCTCCTTCACAAATCGAAAGGAGAGAGGCCCTGAAGAAGAGCATCTTGGCATC SEQ ID NO: 2439 6.1 CTGG CRBP NM_00289 TGGTCTGCAAGCAAGTATTCAAGAAGGTGCAGTGAGGCCCAAGCAGACAACCTTGTCCCAACCAATCAG SEQ ID NO: 2440 9.2 C CREBBP NM_00438 TGGGAAGCAGCTGTGTACCATTCCTCGCGATGCTGCCTACTACAGCTATCAGAATAGGTATCATTTCTG SEQ ID NO: 2441 0.1 TGAGAAGTGTTTC CR1P2 NM_00131 GTGCTACGCCACCCTGTTCGGACCCAAAGGCGTGAACATCGGGGGCGCGGGCTCCTACATCTACGAGAA SEQ ID NO: 2442 2.1 ACCCCTG cripto NM_00321 GGGTCTGTGCCCCATGACACCTGGCTGCCCAAGAAGTGTTCCCTGTGTAAATGCTGGCACGGTCA SEQ ID NO: 2443 (TDGF1 2.1 offcial) CRK(a) NM_01682 CTCCCTAACCTCCAGAATGGGCCCATATATGCCAGGGTTATCCAGAAGCGAGTCCCCAATGCCTACGAC SEQ ID NO: 2444 3.2 AAGACA CRMP1 NM_00131 AAGGTTTTTGGATTGCMGGGGTTTCCAGGGGCATGTATGACGGTGGTGTGTACGAGGTACCAGCTAGAG SEQ ID NO: 2445 3.1 GC CRYAB NM_00188 GATGTGATTGAGGTGCATGGAAAACATGAAGAGCGCCAGGATGAACATGGTTTCATCTCCAGGGAGTTC SEQ ID NO: 2446 5.1 CSEL1 NM_00131 TTACGCAGCTCATGCTCTTGAACGGCTCTTTACTATGCGAGGGCCTAACAATGCCACTCTCTTTACAGC SEQ ID NO: 2447 6.2 TGC CSF1 NM_00075 TGCAGCGGCTGATTGACAGTCAGATGGAGACCTCGTGCCAAATTACATTTGAGTTTGTAGACCAGGAAC SEQ ID NO: 2448 3.1 AG CSK (SRC) NM_00438 CCTGAACATGAAGGAGCTGAAGCTGCTGCAGACCATCGGGAAGGGGGAGTTCGGAGACGTGATG SEQ ID NO: 2449 3.1 CTAG1B NM_00132 GCTCTCCATCAGCTCCTGTCTCCAGCAGCTTTCCCTGTTGATGTGGATCACGCAGTGCTTTCTGCCCGT SEQ ID NO: 2450 7.1 GTT CTGF NM_00190 GAGTTCAAGTGCCCTGACGGCGAGGTCATGAAGAAGAACATGATGTTCATCAAGACCTGTGCCTGCCAT SEQ ID NO: 2451 1.1 TACAACT CTHRC1 NM_13845 GCTCACTTCGGCTAAAATGCAGAAATGCATGCTGTCAGCGTTGGTATTTCACATTCAATGGAGCTGA SEQ ID NO: 2452 5.2 CTLA4 NM_00521 CACTGAGGTCCGGGTGACAGTGCTTCGGCAGGCTGACAGCCAGGTGACTGAAGTCTGTGCGGCAACCTA SEQ ID NO: 2453 4.2 C CTNNBIP1 NM_02024 GTTTTCCAGGTCGGAGACGGAAGACCGGAGGCAGTAGCTGCAAAGCCCTTGGAACACCCTGGATGCT SEQ ID NO: 2454 8.2 CTSB NM_00190 GGCCGAGATCTACAAAAACGGCCCCGTGGAGGGAGCTTTCTCTGTGTATTCGGACTTCCTGC SEQ ID NO: 2455 8.1 CTSD NM_00190 GTACATGATCCCCTGTGAGAAGGTGTCCACCCTGCCCGCGATCACACTGAAGCTGGGAGGCAAAGGCT SEQ ID NO: 2456 9.1 ACAAGCTGTCCC CTSH NM_00439 GCAAGTTCCAACCTGGAAAGGCCATCGGCTTTGTCAAGGATGTAGCCAACATCACAATCTATGACGAG SEQ ID NO: 2457 0.1 GAAGCGATG CTSL NM_00191 GGGAGGCTTATCTCACTGAGTGAGCAGAATCTGGTAGACTGCTCTGGGCCTCAAGGCAATGAAGGCTG SEQ ID NO: 2458 2.1 CAATGG CTSL2 NM_00133 TGTCTCACTGAGCGAGCAGAATCTGGTGGACTGTTCGCGTCCTCAAGGCAATCAGGGCTGCAATGGT SEQ ID NO: 2459 3.2 CUL1 NM_00359 ATGCCCTGGTAATGTCTGCATTCAACAATGACGCTGGCTTTGTGGCTGCTGTTGATAAGGCTTGTGGT SEQ ID NO: 2460 2.2 CGC CUL4A NM_00358 AAGCATCTTCCTGTTCTTGGACCGCACCTATGTGCTGCAGAACTCCACGCTGCCCTCCATCTGGGATA SEQ ID NO: 2461 9.1 TGGGATT CXCL12 NM_00060 GAGCTACAGATGCCCATGCCGATTCTTCGAAAGCCATGTTGCCAGAGCCAACGTCAAGCATCTCAAA SEQ ID NO: 2462 9.3 CXCR4 NM_00346 TGACCGCTTCTACCCCAATGACTTGTGGGTGGTTGTGTTCCAGTTTCAGCACATCATGGTTGGCCTTA SEQ ID NO: 2463 7.1 TCCT CYBA NM_00010 GGTGCCTACTCCATTGTGGCGGGCGTGTTTGTGTGCCTGCTGGAGTACCCCCGGGGGAAGAGGAAGAA SEQ ID NO: 2464 1.1 GGGCTCCAC CYP1B1 NM_00010 CCAGCTTTGTGCCTGTCACTATTCCTCATGCCACCACTGCCAACACCTCTGTCTTGGGCTACCACATT SEQ ID NO: 2465 4.2 CCC CYP2C8 NM_00077 CCGTGTTCAAGAGGAAGCTCACTGCCTTGTGGAGGAGTTGAGAAAAACCAAGGCTTCACCCTGTGATC SEQ ID NO: 2466 0.2 ACACT CYP3A4 NM_01746 AGAACAAGGACAACATAGATCCTTACATATACACACCCTTTGGAAGTGGACCCAGAAACTGCATTGGC SEQ ID NO: 2467 0.3 ATGAGGTTTGC CYR61 NM_00155 TGCTCATTCTTGAGGAGCATTAAGGTATTTCGAAACTGCCAAGGGTGCTGGTGCGGATGGACACTAAT SEQ ID NO: 2468 4.3 GCAGCCAC DAPK1 NM_00493 CGCTGACATCATGAATGTTCCTCGACCGGCTGGAGGCGAGTTTGGATATGACAAAGACACATCGTTGC SEQ ID NO: 2469 8.1 TGAAAGAGA DCC NM_00521 AAATGTCCTCCTCGACTGCTCCGCGGAGTCCGACCGAGGAGTTCCAGTGATCAAGTGGAAGAAAGATG SEQ ID NO: 2470 5.1 GCATTCA DCC_exons1 X76132_1 GGTCACCGTTGGTGTCATCACAGTGCTGGTAGTGGTCATCGTGGCTGTGATTTGCACCCGACGCTC SEQ ID NO: 2471 8-23 8-23 DCC_exons6- X761326- ATGGAGATGTGGTCATTCCTAGTGATTATTTTCAGATAGTGGGAGGAAGCAACTTACGGATACTTGGG SEQ ID NO: 2472 7 7 GTGGTG DCK NM_00078 GCCGCCACAAGACTAAGGAATGGCCACCCCGCCCAAGAGAAGCTGCCCGTCTTTCTCAGCCAGCTCTG SEQ ID NO: 2473 8.1 AGGGGACCCGCATCAAGAAAATCTCCATCGAAGGGAACATCG DDB1 NM_00192 TGCGGATCATCCGGAATGGAATTGGAATCCACGAGCATGCCAGCATTGACTTACCAGGCATCAAAGGA SEQ ID NO: 2474 3.2 DET1 NM_01799 CTTGTGGAGATCACCCAATCAGGTTCTATGCCCGGGACTCGGGCCTGCTCAAGTTTGAGATCCAGGCG SEQ ID NO: 2475 6.2 GG DHFR NM_00079 TTGCTATAACTAAGTGCTTCTCCAAGACCCCAACTGAGTCCCCAGCACCTGCTACAGTGAGCTGCCAT SEQ ID NO: 2476 1.2 TCCAC DHPS NM_01340 GGGAGAACGGGATCAATAGGATCGGAAACCTGCTGGTGCCCAATGAGAATTACTGCAAGTTTGAGGAC SEQ ID NO: 2477 7.1 TGGCTGATGC DIABLO NM_01988 CACAATGGCGGCTCTGAAGAGTTGGCTGTCGCGCAGCGTAACTTCATTCTTCAGGTACAGACAGTGTT SEQ ID NO: 2478 7.1 TGTGT DIAPH1 NM_00521 CAAGCAGTCAAGGAGAACCAGAAGCGGCGGGAGACAGAAGAAAAGATGAGGCGAGCAAAACT SEQ ID NO: 2479 9.2 DICER1 NM_17743 TCCAATTCCAGCATCACTGTGGAGAAAAGCTGTTTGTCTCCCCAGCATACTTTATCGCCTTCACTGCC SEQ ID NO: 2480 8.1 DKK1 NM_01224 TGACAACTACCAGCCGTACCCGTGCGCAGAGGACGAGGAGTGCGGCACTGATGAGTACTGCGCTAGTC SEQ ID NO: 2481 2.1 CC DLC1 NM_00609 GATTCAGACGAGGATGAGCCTTGTGCCATCAGTGGCAAATGGACTTTCCAAAGGGACAGCAAGAGGTG SEQ ID NO: 2482 4.3 DPYD NM_00011 AGGACGCAAGGAGGGTTTGTCACTGGCAGACTCGAGACTGTAGGCACTGCCATGGCCCCTGTGCTCAG SEQ ID NO: 2483 0.2 TAAGGACTCGGCGGACATC DR4 NM_00384 TGCACAGAGGGTGTGGGTTACACCAATGCTTCCAACAATTTGTTTGCTTGCCTCCCATGTACAGCTTG SEQ ID NO: 2484 4.1 TAAATCAGATGAAGA DR5 NM_00384 CTCTGAGACAGTGCTTCGATGACTTTGCAGACTTGGTGCCCTTTGACTCCTGGGAGCCGCTCATGAGG SEQ ID NO: 2485 2.2 AAGTTGGGCCTCATGG DRG1 NM_00414 CCTGGATCTCCCAGGTATCATTGAAGGTGCCAAGGATGGGAAAGGTAGAGGTCGTCAAGTCATTGCA SEQ ID NO: 2486 7.3 DSP NM_00441 TGGCACTACTGCATGATTGACATAGAGAAGATCAGGGCCATGACAATCGCCAAGCTGAAAACAATGCG SEQ ID NO: 2487 5.1 GCAGG DTYMK NM_01214 AAATCGCTGGGAACAAGTGCCGTTAATTAAGGAAAAGTTGAGCCAGGGCGTGACCCTCGTCGTGGACA SEQ ID NO: 2488 5.1 GATACGCATT DUSP1 NM_00441 AGACATCAGCTCCTGGTTCAACGAGGCCATTGACTTCATAGACTCCATCAAGAATGCTGGAGGAAGGG SEQ ID NO: 2489 7.2 TGTTTGTC DUSP2 NM_00441 TATCCCTGTGGAGGACAACCAGATGGTGGAGATCAGTGCCTGGTTCCAGGAGGCCATAGGCTTCATTG SEQ ID NO: 2490 8.2 ACTGGGTG OUT NM_00194 ACACATGGAGTGCTTCTGGAACTATCAGCCCACTTGACCACCCAGTTTGTGGAAGCACAGGCAAGAG SEQ ID NO: 2491 8.2 DYRK1B NM_00471 AGCATGACACGGAGATGAAGTACTATATAGTACACCTGAAGCGGCACTTCATGTTCCGGAACCACCTG SEQ ID NO: 2492 4.1 TGCCTGGTATT E2F1 NM_00522 ACTCCCTCTACCCTTGAGCAAGGGCAGGGGTCCCTGAGCTGTTCTTCTGCCCCATACTGAAGGAAGTG SEQ ID NO: 2493 5.1 AGGCCTG EON 1 NM_00195 TGCCACCTGGACATCATTTGGGTCAACACTCCCGAGCACGTTGTTCCGTATGGACTTGGAAGCCCTAG SEQ ID NO: 2494 endothelin 5.1 GTCCA EFNA1 NM_00442 TACATCTCCAAACCCATCCACCAGCATGAAGACCGCTGCTTGAGGTTGAAGGTGACTGTCAGTGGCAA SEQ ID NO: 2495 8.2 EFNA3 NM_00495 ACTACATCTCCACGCCCACTCACAACCTGCACTGGAAGTGTCTGAGGATGAAGGTGTTCGTCTGCTG SEQ ID NO: 2496 2.3 EFNB1 NM_00442 GGAGCCCGTATCCTGGAGCTCCCTCAACCCCAAGTTCCTGAGTGGGAAGGGCTTGGTGATCTATCC SEQ ID NO: 2497 9.3 EFNB2 NM_00409 TGACATTATCATCCCGCTAAGGACTGCGGACAGCGTCTTCTGCCCTCACTACGAGAAGGTCAGCGGGG SEQ ID NO: 2498 3.2 ACTAC EFP NM_00508 TTGAACAGAGCCTGACCAAGAGGGATGAGTTCGAGTTTCTGGAGAAAGCATCAAAACTGCGAGGAATC SEQ ID NO: 2499 2.2 TCAACA EGFR NM_00522 TGTCGATGGACTTCCAGAACCACCTGGGCAGCTGCCAAAAGTGTGATCCAAGCTGTCCCAAT SEQ ID NO: 2500 8.1 EGLN1 NM_02205 TCAATGGCCGGACGAAAGCCATGGTTGCTTGTTATCCGGGCAATGGAACGGGTTATGTACGTCATGTT SEQ ID NO: 2501 1.1 GATAATCCAAA EGLN3 NM_02207 GCTGGTCCTCTACTGCGGGAGCCGGCTGGGCAAATACTACGTCAAGGAGAGGTCTAAGGCAATGGTGG SEQ ID NO: 2502 3.2 EGR1 NM_00196 GTCCCCGCTGCAGATCTCTGACCCGTTCGGATCCTTTCCTCACTCGCCCACCATGGACAACTACCCTA SEQ ID NO: 2503 4.2 AGCTGGAG EGR3 NM_00443 CCATGTGGATGAATGAGGTGTCTCGTTTCCATACCCAGTCTCACCTTCTCCCCACCCTACCTCACCTC SEQ ID NO: 2504 0.2 TTCTCAGGCA E124 NM_00487 AAAGTGGTGAATGCCATTTGGTTTCAGGATATAGCTGACCTGGCATTTGAGGTATCAGGGAGGAAGCC SEQ ID NO: 2505 9.2 TCAC EIF4E NM_00196 GATCTAAGATGGCGACTGTCGAACCGGAAACCACCCCTACTCCTAATCCCCCGACTACAGAAGAGGAG SEQ ID NO: 2506 8.1 AAAACGGAATCTAA EIF4EL3 NM_00484 AAGCCGCGGTTGAATGTGCCATGACCCTCTCCCTCTCTGGATGGCACCATCATTGAAGCTGGCGTCA SEQ ID NO: 2507 6.1 ELAVL1 NM_00141 GACAGGAGGCCTCTATCCTGTCCCTCCACCCCACCCTCCACCTCAATCCCCTCCCATCTTCCCCAGAC SEQ ID NO: 2508 9.2 CTACCTCAC EMP1 NM_00142 GCTAGTACTTTGATGCTCCCTTGATGGGGTCCAGAGAGCCTCCCTGCAGCCACCAGACTTGGCCTCCA SEQ ID NO: 2509 3.1 GCTGTTC EMR3 NM_03257 TGGCCTACCTCTTCACCATCATCAACAGCCTCCAAGGCTTCTTCATCTTCTTGGTCTACTGCCTCCTC SEQ ID NO: 2510 1.2 A EMS1 NM_00523 GGCAGTGTCACTGAGTCCTTGAAATCCTCCCCTGCCCCGCGGGTCTCTGGATTGGGACGCACAGTGCA SEQ ID NO: 2511 1.2 ENO1 NM_00142 CAAGGCCGTGAACGAGAAGTCCTGCAACTGCCTCCTGCTCAAAGTCAACCAGATTGGCTCCGTGACCG SEQ ID NO: 2512 8.2 EP300 NM_00142 AGCCCCAGCAACTACAGTCTGGGATGCCAAGGCCAGCCATGATGTCAGTGGCCCAGCATGGTCAACCT SEQ ID NO: 2513 9.1 TTGAACA EPAS1 NM_00143 AAGCCTTGGAGGGTTTCATTGCCGTGGTGACCCAAGATGGCGACATGATCTTTCTGTCAGAAAACATC SEQ ID NO: 2514 0.3 AGCA EpCAM NM_00235 GGGCCCTCCAGAACAATGATGGGCTTTATGATCCTGACTGCGATGAGAGCGGGCTCTTTAAGGCCAAG SEQ ID NO: 2515 4.1 CAGTGCA EPHA2 NM_00443 CGCCTGTTCACCAAGATTGACACCATTGCGCCCGATGAGATCACCGTCAGCAGCGACTTCGAGGCACG SEQ ID NO: 2516 1.2 CCAC EPHB2 NM_00444 CAACCAGGCAGCTCCATCGGCAGTGTCCATCATGCATCAGGTGAGCCGCACCGTGGACAGCATTAC SEQ ID NO: 2517 2.4 EPHB4 NM_00444 TGAACGGGGTATCCTCCTTAGCCACGGGGCCCGTCCCATTTGAGCCTGTCAATGTCACCACTGACCGA SEQ ID NO: 2518 4.3 GAGGTACCT EphB6 NM_00444 ACTGGTCCTCCATCGGCTCCCCAGGAGCTTTGGTTTGAGGTGCAAGGCTCAGCACTCATGCTACACTG SEQ ID NO: 2519 5.1 G EPM2A NM_00567 ACTGTGGCACTTAGGGGAGATGACATTTGCTTTGGGCAGAGGCAGCTAGCCAGGACACATTTCCACT SEQ ID NO: 2520 0.2 ErbB3 NM_00198 CGGTTATGTCATGCCAGATACACACCTCAAAGGTACTCCCTCCTCCCGGGAAGGCACCCTTTCTTCAG SEQ ID NO: 2521 2.1 TGGGTCTCAGTTC ERCC1 NM_00198 GTCCAGGTGGATGTGAAAGATCCCCAGCAGGGCCTGAAGGAGGTGGCTAAGATGTGTATCCTGGCCG SEQ ID NO: 2522 3.1 ERCC2 NM_00040 TGGCCTTCTTCACCAGCTACCAGTACATGGAGAGCACCGTGGCCTCCTGGTATGAGCAGGGGATCCTT SEQ ID NO: 2523 0.2 G EREG NM_00143 ATAACAAAGTGTAGCTCTGACATGAATGGCTATTGTTTGCATGGACAGTGCATCTATCTGGTGGACAT SEQ ID NO: 2524 2.1 GAGTCAAAACTACTGCAGGTGTG ERK1 Z11696.1 ACGGATCACAGTGGAGGAAGCGCTGGGTCACCCCTAGGTGGAGCAGTACTATGAGCCGACGGATGAG SEQ ID NO: 2525 ERK2 NM_00274 AGTTCTTGACCCCTGGTCCTGTCTCCAGCCCGTCTTGGCTTATCCACTTTGACTCCTTTGAGCCGTTT SEQ ID NO: 2526 5.1 ESPL1 NM_01229 ACCCCCAGACCGGATCAGGCAAGCTGGCCCTCATGTCCCCTTCACGGTGTTTGAGGAAGTCTGCCCTA SEQ ID NO: 2527 1.1 CA EstR1 NM_00012 CGTGGTGCCCCTCTATGACCTGCTGCTGGAGATGCTGGACGCCCACCGCCTACATGCGCCCACTAGCC SEQ ID NO: 2528 5.1 ETV4 NM_00198 TCCAGTGCCTATGACCCCCCCAGACAAATCGCCATCAAGTCCCCTGCCCCTGGTGCCCTTGGACAGT SEQ ID NO: 2529 6.1 F3 NM_00199 GTGAAGGATGTGAAGCAGACGTACTTGGCACGGGTCTTCTCCTACCCGGCAGGGAATGTGGAGAGCAC SEQ ID NO: 2530 3.2 CGGTT FABP4 NM_00144 GCTTTGCCACCAGGAAAGTGGCTGGCATGGCCAAACCTAACATGATCATCAGTGTGAATGGGGATG SEQ ID NO: 2531 2.1 FAP NM_00446 CTGACCAGAAGGACGGCTTATCCGGCCTGTCGACGAAGGACTTATACACCCACATGAGCCACTTGC SEQ ID NO: 2532 0.2 fas NM_00004 GGATTGCTCAACAACCATGCTGGGCATCTGGACCCTCCTACCTCTGGTTCTTACGTCTGTTGCTAGAT SEQ ID NO: 2533 3.1 TATCGTCCAAAAGTGTTAATGCC fasL NM_00063 GCACTTTGGGATTCTTTCCATTATGATTCTTTGTTACAGGCACCGAGAATGTTGTATTCAGTGAGGGT SEQ ID NO: 2534 9.1 CTTCTTACATGC FASN NM_00410 GCCTCTTCCTGTTCGACGGCTCGCCCACCTACGTACTGGCCTACACCCAGAGCTACCGGGCAAAGC SEQ ID NO: 2535 4.4 FBXO5 NM_01217 GGCTATTCCTCATTTTCTCTACAAAGTGGCCTCAGTGAACATGAAGAAGGTAGCCTCCTGGAGGAGAA SEQ ID NO: 2536 7.2 TTTCGGTGACAGTCTACAATCC FBXW7 NM_03363 CCCCAGTTTCAACGAGACTTCATTTCATTGCTCCCTAAAGAGTTGGCACTCTATGTGCTTTCATTCCT SEQ ID NO: 2537 2.1 GGAAC FDXR NM_00411 GAGATGATTCAGTTACCGGGAGCCCGGCCCATTTTGGATCCTGTGGATTTCTTGGGTCTCCAGGACAA SEQ ID NO: 2538 0.2 GAT FES NM_00200 CTCTGCAGGCCTAGGTGCAGCTCCTCAGCGGCTCCAGCTCATATGCTGACAGCTCTTCACAGTCCTGG SEQ ID NO: 2539 5.2 EGF18 NM_00386 CGGTAGTCAAGTCCGGATCAAGGGCAAGGAGACGGAATTCTACCTGTGCATGAACCGCAAAGGCAAGC SEQ ID NO: 2540 2.1 FGF2 NM_00200 AGATGCAGGAGAGAGGAAGCCTTGCAAACCTGCAGACTGCTTTTTGCCCAATATAGATTGGGTAAGGC SEQ ID NO: 2541 6.2 TGCAAAAC FGFR1 NM_02310 CACGGGACATTCACCACATCGACTACTATAAAAAGACAACCAACGGCCGACTGCCTGTGAAGTGGATG SEQ ID NO: 2542 9.1 GCACCC FGFR2 NM_00014 GAGGGACTGTTGGCATGCAGTGCCCTCCCAGAGACCAACGTTCAAGCAGTTGGTAGMGACTTGGATCG SEQ ID NO: 2543 isoform 1 1.2 AATTCTCACTC FHIT NM_00201 CCAGTGGAGCGCTTCCATGACCTGCGTCCTGATGAAGTGGCCGATTTGTTTCAGACGACCCAGAGAG SEQ ID NO: 2544 2.1 FIGF NM_00446 GGTTCCAGCTTTCTGTAGCTGTAAGCATTGGTGGCCACACCACCTCCTTACMAGCAACTAGAACCTGC SEQ ID NO: 2545 9.2 GGC FLJ12455 NM_02207 CCACCAGCATGAAGTTTCGGACAGACATGGCCTTTGTGAGGGGTTCCAGTTGTGCTTCAGACAGCC SEQ ID NO: 2546 8.1 FLJ20712 AK00071 GCCACACAAACATGCTCCTGCTCCTGGCGGAGGCAGAGCTGCTGGGAAAGACATTTCGGAAGTTTCCT SEQ ID NO: 2547 9.1 GTGGC FLT1 NM_00201 GGCTCCCGAATCTATCTTTGACAAAATCTACAGCACCAAGAGCGACGTGTGGTCTTACGGAGTATTGC SEQ ID NO: 2548 9.1 TGTGGGA FLT4 NM_00202 ACCAAGAAGCTGAGGACCTGTGGCTGAGCCCGCTGACCATGGMGATCTTGTCTGCTACAGCTTCCAGG SEQ ID NO: 2549 0.1 FOS NM_00525 CGAGCCCTTTGATGACTTCCTGTTCCCAGCATCATCCAGGCCCAGTGGCTCTGAGACAGCCCGCTCC SEQ ID NO: 2550 2.2 FQXQ3A NM_00145 TGAAGTCCAGGACGATGATGCGCCTCTCTCGCCCATGCTCTACAGCAGCTCAGCCAGCCTGTCACCTT SEQ ID NO: 2551 5.1 CAGTAAGCAAGCCGT FPGS NM_00495 CAGCCCTGCCAGTTTGACTATGCCGTCTTCTGCCCTAACCTGACAGAGGTGTCATCCACAGGCAAC SEQ ID NO: 2552 7.3 FRP1 NM_00301 TTGGTACCTGTGGGTTAGCATCAAGTTCTCCCCAGGGTAGAATTCAATCAGAGCTCCAGTTTGCATTT SEQ ID NO: 2553 2.2 GGATGTG FST NM_00635 GTAAGTCGGATGAGCCTGTCTGTGCCAGTGACAATGCCACTTATGCCAGCGAGTGTGCCATGAAGGAA SEQ ID NO: 2554 0.2 GCTG Furin NM_00256 AAGTCCTCGATACGCACTATAGCACCGAGAATGACGTGGAGACCATCCGGGCCAGCGTCTGCGCCCCC SEQ ID NO:2555 9.1 TGCCACGCCTCATGTGCCACATGCCAG FUS NM_00496 GGATAATTCAGACAACAACACCATCTTTGTGCAAGGCCTGGGTGAGAATGTTACAATTGAGTCTGTGG SEQ ID NO: 2556 0.1 CTGATTACTTCA FUT1 NM_00014 CCGTGCTCATTGCTAACCACTGTCTGTCCCTGAACTCCCAGAACCACTACATCTGGCTTTGGGCAG SEQ ID NO: 2557 8.1 FUT3 NM_00014 CAGTTCGGTCCAACAGAGAAAGCAGGCAACCACCATGTCATTTGAAAACAGTTTCATCGGGATATAATT SEQ ID NO: 2558 9.1 CGCA FUT6 NM_00015 CGTGTGTCTCAAGACGATCCCACTGTGTACCCTAATGGGTCCCGCTTCCCAGACAGCACAGGGACC SEQ ID NO: 2559 0.1 FXYD5 NM_01416 AGAGCACCAAAGCAGCTCATCCCACTGATGACACCACGACGCTCTCTGAGAGACCATCCCCAAGCAC SEQ ID NO: 2560 4.4 FYN NM_00203 GAAGCGCAGATCATGAAGAAGCTGAAGCACGACAAGCTGGTCCAGCTCTATGCAGTGGTGTCTGAGGAG SEQ ID NO: 2561 7.3 FZD1 NM_00350 GGTGCACCAGTTCTACCCTCTAGTGAAAGTGCAGTGTTCCGCTGAGCTCAAGTTCTTCCTGTGCTCCAT SEQ ID NO: 2562 5.1 GTACGC FZD2 NM_00146 TGGATCCTCACCTGGTCGGTGCTGTGCTGCGCTTCCACCTTCTTCACTGTCACCACGTACTTGGTAGAC SEQ ID NO: 2563 6.2 ATGCAGCGC FZD6 NM_00350 AATGAGAGAGGTGAAAGCGGACGGAGCTAGCACCCCCAGGTTAAGAGAACAGGACTGTGGTGAACCT SEQ ID NO: 2564 6.2 G-Catenin NM_00223 TCAGCAGCAAGGGCATCATGGAGGAGGATGAGGCCTGCGGGCGCCAGTACACGCTCAAGAAAACCACC SEQ ID NO: 2565 0.1 G1P2 NM_00510 CAACGAATTCCAGGTGTCCCTGAGCAGCTCCATGTCGGTGTCAGAGCTGAAGGCGCAGATC SEQ ID NO: 2566 1.1 GADD45 NM_00192 GTGCTGGTGACGAATCCACATTCATCTCAATGGAAGGATCCTGCCTTAAGTCAACTTATTTGTTTTTGC SEQ ID NO: 2567 4.2 CGGG GADD45B NM_01567 ACCCTCGACAAGACCACACTTTGGGACTTGGGAGCTGGGGCTGAAGTTGCTCTGTACCCATGAACTCCC SEQ ID NO: 2568 5.1 A GADD45G NM_00670 CGCGCTGCAGATCCATTTTACGCTGATCCAGGCTTTCTGCTGCGAGAACGACATCGACATAGTGCG SEQ ID NO: 2569 5.2 GAGE4 NM_00147 GGAACAGGGTCACCCACAGACTGGGTGTGAGTGTGAAGATGGTCCTGATGGGCAGGAGATGGACCCGCC SEQ ID NO: 2570 4.1 AAATC GBP1 NM_00205 TTGGGAAATATTTGGGCATTGGTCTGGCCAAGTCTACAATGTCCCAATATCAAGGACAACCACCCTAGC SEQ ID NO: 2571 3.1 TTCT GBP2 NM_00412 GCATGGGAACCATCAACCAGCAGGCCATGGACCAACTTCACTATGTGACAGAGCTGACAGATCGAATCA SEQ ID NO: 2572 0.2 AGGCAAACTCCTCA GCLC NM_00149 CTGTTGCAGGAAGGCATTGATCATCTCCTGGCCCAGCATGTTGCTCATCTCTTTATTAGAGACCCACTG SEQ ID NO: 2573 8.1 AC GCLM NM_00206 TGTAGAATCAAACTCTTCATCATCAACTAGAAGTGCAGTTGACATGGCCTGTTCAGTCCTTGGAGTTGC SEQ ID NO: 2574 1.1 ACAGCTGGATTCTGTG GCNT1 NM_00149 TGGTGCTTGGAGCATAGAAGACTGCCCTTCACAAAGGAAATCCCTGATTATTGTTTGAAATGCTGAGGA SEQ ID NO: 2575 0.3 CGTTGC GDF15 NM_00486 GGCTGCAGACCTATGATGAGTTGTTAGGGAAAGACTGCCACTGGATATGAGCAGTCCTGGTCCTTGGAC SEQ ID NO: 2576 4.1 TGT GIT1 NM_01403 GTGTATGACGAGGTGGATCGAAGAGAMATGATGCAGTGTGGCTGGCTACCCAAAACCACAGCACTCTGG SEQ ID NO: 2577 0.2 T GJA1 NM_00016 GTTCACTGGGGGTGTATGGGGTAGATGGGTGGAGAGGGAGGGGATAAGAGAGGTGCATGTTGGTATTT SEQ ID NO: 2578 5.2 GJB2 NM_00400 TGTCATGTACGACGGCTTCTCCATGCAGCGGCTGGTGAAGTGCAACGCCTGGCCTTGTCCCAACACTGT SEQ ID NO: 2579 4.3 GGACT GPX1 NM_00058 GCTTATGACCGACCCCAAGCTCATCACCTGGTCTCCGGTGTGTCGCAACGATGTTGCCTGGAACTTT SEQ ID NO: 2580 1.2 GPX2 NM_00208 CACACAGATCTCCTACTCCATCCAGTCCTGAGGAGCCTTAGGATGCAGCATGCCTTCAGGAGACACTGC SEQ ID NO: 2581 3.1 TGGACC Grb10 NM_00531 CTTCGCCTTTGCTGATTGCCTCTCCAAACGCCTGCCTGACGACTGCCTTGGAGCATGTGCGTTATGG SEQ ID NO: 2582 1.2 GRB14 NM_00449 TCCCACTGAAGCCCTTTCAGTTGCGGTTGMGMGGACTCGCTTGGAGGAAAAAAGGATGTTTACGCCTGG SEQ ID NO: 2583 0.1 GCACT GRB2 NM_00208 GTCCATCAGTGCATGACGTTTAAGGCCACGTATAGTCCTAGCTGACGCCAATAATAAAAAACAAGAAAC SEQ ID NO: 2584 6.2 CAAGTGGGCT GRB7 NM_00531 CCATCTGCATCCATCTTGTTTGGGCTCCCCACCCTTGAGAAGTGCCTCAGATAATACCCTGGTGGCC SEQ ID NO: 2585 0.1 GRIK1 NM_00083 GTTGGGTGCATCTCTCGGGCGTCCGGCAGCGGCTGTATCTCGGCATGAATTAAGAAGCTAGGAAGATGG SEQ ID NO: 2586 0.2 AGCACG GRO1 NM_00151 CGAAAAGATGCTGAACAGTGACAAATCCAACTGACCAGAAGGGAGGAGGAAGCTCACTGGTGGCTGTTC SEQ ID NO: 2587 1.1 CTGA GRP NM_00209 CTGGGTCTCATAGAAGCAAAGGAGAACAGAAACCACCAGCCACCTCAACCCAAGGCCTTGGGCAATCAG SEQ ID NO: 2588 1.1 CAGCCTTCGTGG GRPR NM_00531 ATGCTGCTGGCCATTCCAGAGGCCGTGTTTTCTGACCTCCATCCCTTCCATGAGGAAAGCACCAACCAG SEQ ID NO: 2589 4.1 ACCT GSK3B NM_00209 GACAAGGACGGCAGCAAGGTGACAACAGTGGTGGCAACTCCTGGGCAGGGTCCAGACAGGCCACAA SEQ ID NO: 2590 3.2 GSTA3 NM_00084 TCTCCAACTTCCCTCTGCTGAAGGCCCTGAAAACCAGAATCAGCAACCTGCCCACGGTGAAGAAGT SEQ ID NO: 2591 7.3 GSTM1 NM_00056 AAGCTATGAGGAAAAGAAGTACACGATGGGGGACGCTCCTGATTATGACAGAAGCCAGTGGCTGAATGA SEQ ID NO: 2592 1.1 AAAATTCAAGCTGGGCC GSTM3 NM_00084 CAATGCCATCTTGCGCTACATCGCTCGCMGCACAACATGTGTGGTGAGACTGAAGAAGAAAAGATTCGA SEQ ID NO: 2593 9.3 GTGGAC GSTp NM_00085 GAGACCCTGCTGTCCCAGAACCAGGGAGGCAAGACCTTCATTGTGGGAGACCAGATCTCCTTCGCTGAC SEQ ID NO: 2594 2.2 TACAACC GSTT1 NM_00085 CACCATCCCCACCCTGTCTTCCACAGCCGCCTGAAAGCCACAATGAGAATGATGCACACTGAGGCC SEQ ID NO: 2595 3.1 H2AFZ NM_00210 CCGGAAAGGCCAAGACAAAGGCGGTTTCCCGCTCGCAGAGAGCCGGCTTGCAGTTCCCAGTGGGCCGTA SEQ ID NO: 2596 6.2 TT HB-EGF NM_00194 GACTCCTTCGTCCCCAGTTGCCGTCTAGGATTGGGCCTCCCATAATTGCTTTGCCAAAATACCAGAGCC SEQ ID NO: 2597 5.1 TTCAAGTGCCA hCRA a U78556.1 TGACACCCTTACCTTCCTGAGAAATACCCCCTGGGAGCGCGGAAAGCAGAGCGGACAGGTCAGTGACTT SEQ ID NO: 2598 CTATTTTTGACTCGTGTTTTT HDAC1 NM_00496 CAAGTACCACAGCGATGACTACATTAAATTCTTGCGCTCCATCCGTCCAGATAACATGTCGGAGTACAG SEQ ID NO: 2599 4.2 CAAGC HDAC2 NM_00152 GGTGGCTACACAATCCGTAATGTTGCTCGATGTTGGACATATGAGACTGCAGTTGCCCTTGATTGTGAG SEQ ID NO: 2600 7.1 ATTCCCA HDGF NM_00449 TCCTAGGCATTCTGGACCTCTGGGTTGGGATCAGGGGTAGGAATGGAAGGATGGAGCATCAACAGC SEQ ID NO: 2601 4.1 hENT1 NM_00495 AGCCGTGACTGTTGAGGTCAAGTCCAGCATCGCAGGCAGCAGCACCTGGGAACGTTACTT SEQ ID NO: 2602 5.1 Hepsin NM_00215 AGGCTGCTGGAGGTCATCTCCGTGTGTGATTGCCCCAGAGGCCGTTTCTTGGCCGCCATCTGCCAAGAC SEQ ID NO: 2603 1.1 TGTGGCCGCAGGAAG HER2 NM_00444 CGGTGTGAGAAGTGCAGCAAGCCCTGTGCCCGAGTGTGCTATGGTCTGGGCATGGAGCACTTGCGAGAG SEQ ID NO: 2604 8.1 G Herstatin AF177761. CACCCTGTCCTATCCTTCCTCAGACCCTCTTGGGACCTAGTCTCTGCCTTCTACTCTCTACCCCTGGC SEQ ID NO: 2605 2 C HES6 NM_01864 TTAGGGACCCTGCAGCTCTGGAGTGGGTGGAGGGAGGGAGCTACGGGCAGGAGGAAGAATTTTGTAG SEQ ID NO: 2606 5.3 HGF M29145.1 CCGAAATCCAGATGATGATGCTCATGGACCCTGGTGCTACACGGGAAATCCACTCATTCCTTGGG SEQ ID NO: 2607 HIF1A NM_00153 TGAACATAAAGTCTGCAACATGGAAGGTATTGCACTGCACAGGCCACATTCACGTATATGATACCAACA SEQ ID NO: 2608 0.1 GTAACCAACCTCA HK1 NM_00018 TACGCACAGAGGCAAGCAGCTAAGAGTCCGGGATCCCCAGCCTACTGCCTCTCCAGCACTTCTCTC SEQ ID NO: 2609 8.1 HLA-DPB1 NM_00212 TCCATGATGGTTCTGCAGGTTTCTGCGGCCCCCCGGACAGTGGCTCTGACGGCGTTACTGATGGTGCTG SEQ ID NO: 2610 1.4 CTCA HLA-DRA NM_01911 GACGATTTGCCAGCTTTGAGGCTCAAGGTGCATTGGCCAACATAGCTGTGGACAAAGCCAACCTGGA SEQ ID NO: 2611 1.3 HLA-DRB1 NM_00212 GGTTTGTCAGGACCTGGTTGGTAGTGGTTCGGCAAGTGCAGAAAATGTCCTGGCTTGTGGCTTGCT SEQ ID NO: 2612 4.1 HLA-G NM_00212 CCTGCGCGGCTACTACAACCAGAGCGAGGCCAGTTCTCACACCCTCCAGTGGATGATTGGCTGCGAC SEQ ID NO: 2613 7.2 CTG HMGB1 NM_00212 TGGCCTGTCCATTGGTGATGTTGCGAAGAAACTGGGAGAGATGTGGAATAACACTGCTGCAGATGAC SEQ ID NO: 2614 8.3 AAGC hMLH NM_00024 CTACTTCCAGCAACCCCAGAAAGAGACATCGGGAAGATTCTGATGTGGAAATGGTGGAAGATGATTC SEQ ID NO: 2615 9.2 CCGAAAG HNRPAB NM_00449 CAAGGGAGCGACCAACTGATCGCACACATGCTTTGTTTGGATATGGAGTGMCACAATTATGTACCAA SEQ ID NO: 2616 9.2 ATTTAACTTGGCAAAC HNRPD NM_03137 GCCAGTAAGAACGAGGAGGATGAAGGCCATTCAAACTCCTCCCCACGACACTCTGAAGGAGCGACG SEQ ID NO: 2617 0.2 HoxA1 NM_00552 AGTGACAGATGGACAATGCAAGAATGAACTCCTTCCTGGAATACCCCATACTTAGCAGTGGCGACTC SEQ ID NO: 2618 2.3 GG HoxAS NM_01910 TCCCTTGTGTTCCTTCTGTGAAGAAGCCCTGTTCTCGTTGCCCTAATTCATCTTTTAATCATGAGCC SEQ ID NO: 2619 2.2 TGTTTATTGCC HOXB13 NM_00636 CGTGCCTTATGGTTACTTTGGAGGCGGGTACTACTCCTGCCGAGTGTCCCGGAGCTCGCTGAAACCC SEQ ID NO: 2620 1.2 TGTG HQXB7 NM_00450 CAGCCTCAAGTTCGGTTTTCGCTACCGGAGCCTTCCCAGAACAAACTTCTTGTGCGTTTGCTTCCAA SEQ ID NO: 2621 2.2 C HRAS NM_00534 GGACGAATACGACCCCACTATAGAGGATTCCTACCGGAAGCAGGTGGTCATTGATGGGGAGAGGTGC SEQ ID NO: 2622 3.2 HSBP1 NM_00153 GGAGATGGCCGAGACTGACCCCAAGACCGTGCAGGACCTCACCTCGGTGGTGCAGACACTCCTGCAG SEQ ID NO: 2623 7.1 HSD17B1 NM_00041 CTGGACCGCACGGACATCCACACCTTCCACCGCTTCTACCAATACCTCGCCCACAGCAAGCAAGTCT SEQ ID NO: 2624 3.1 TTCGCGAGGCG HSD17B2 NM_00215 GCTTTCCAAGTGGGGAATTAAAGTTGCTTCCATCCAACCTGGAGGCTTCCTMCAAATATCGCAGGCA SEQ ID NO: 2625 3.1 HSPA1A NM_00534 CTGCTGCGACAGTCCACTACCTTTTTCGAGAGTGACTCCCGTTGTCCCAAGGCTTCCCAGAGCGAAC SEQ ID NO: 2626 5.4 CTG HSPA1B NM_00534 GGTCCGCTTCGTCTTTCGAGAGTGACTCCCGCGGTCCCAAGGCTTTCCAGAGCGAACCTGTGC SEQ ID NO: 2627 6.3 HSPA4 NM_00215 TTCAGTGTGTCCAGTGCATCTTTAGTGGAGGTTCACAAGTCTGAGGAAAATGAGGAGCCAATGGAAA SEQ ID NO: 2628 4.3 CAGAT HSPA5 NM_00534 GGCTAGTAGAACTGGATCCCAACACCAAACTCTTAATTAGACCTAGGCCTCAGCTGCACTGCCCGAA SEQ ID NO: 2629 7.2 AAGCATTTGGGCAGACC HSPA8 NM_00659 CCTCCCTCTGGTGGTGCTTCCTCAGGGCCCACCATTGAAGAGGTTGATTAAGCCAACCAAGTGTAGA SEQ ID NO: 2630 7.3 TGTAGC HSPB1 NM_00154 CCGACTGGAGGAGCATAAAAGCGCAGCCGAGCCCAGCGCCCCGCACTTTTCTGAGCAGACGTCCAGA SEQ ID NO: 2631 0.2 GCAGAGTCAGCCAGCAT HSPCA NM_00534 CAAAAGGCAGAGGCTGATAAGAACGACAAGTCTGTGAAGGATCTGGTCATCTTGCTTTATGAAACTG SEQ ID NO: 2632 8.2 CGCT HSPE1 NM_00215 GCAAGCAAGAGTAGTCGCTGTTGGATCGGGTTCTAAAGGAAAGGGTGGAGAGATTCAACCAGTTAGC SEQ ID NO: 2633 7.1 GTGAAAGTTGG HSPG2 NM_00552 GAGTACGTGTGCCGAGTGTTGGGCAGCTCCGTGCCTCTAGAGGCCTCTGTCCTGGTCACCATTGAG SEQ ID NO: 2634 9.2 ICAM1 NM_00020 GCAGACAGTGACCATCTACAGCTTTCCGGCGCCCAACGTGATTCTGACGAAGCCAGAGGTCTCAGAA SEQ ID NO: 2635 1.1 G ICAM2 NM_00087 GGTCATCCTGACACTGCAACCCACTTTGGTGGCTGTGGGCAAGTCCTTCACCATTGAGTGCA SEQ ID NO: 2636 3.2 ID1 NM_00216 AGAACCGCAAGGTGAGCAAGGTGGAGATTCTCCAGCACGTCATCGACTACATCAGGGACCTTCAGTT SEQ ID NO: 2637 5.1 GGA ID2 NM_00216 AACGACTGCTACTCCAAGCTCAAGGAGCTGGTGCCCAGCATCCCCCAGAACAAGAAGGTGAGCAAGA SEQ ID NO: 2638 6.1 TGGAAATCC ID3 NM_00216 CTTCACCAAATCCCTTCCTGGAGACTAAACCTGGTGCTCAGGAGCGAAGGACTGTGAACTTGTAGCC SEQ ID NO: 2639 7.2 TGAAGAGCCAGAG ID4 NM_00154 TGGCCTGGCTCTTAATTTGCTTTTGTTTTGCCCAGTATAGACTCGGAAGTAACAGTTATAGCTAGTG SEQ ID NO: 2640 6.2 GTCTTGCATGATTGCA IFIT1 NM_00154 TGACAACCAAGCAAATGTGAGGAGTCTGGTGACCTGGGGCAACTTTGCCTGGATGTATTACCACATG SEQ ID NO: 2641 8.1 GGCAGACTG IGF1 NM_00061 TCCGGAGCTGTGATCTAAGGAGGCTGGAGATGTATTGCGCACCCCTCAAGCCTGCCAAGTCAGCTCG SEQ ID NO: 2642 8.1 CTCTGTCCG IGF1R NM_00087 GCATGGTAGCCGAAGATTTCACAGTCAAAATCGGAGATTTTGGTATGACGCGAGATATCTATGAGAC SEQ ID NO: 2643 5.2 AGACTATTACCGGAAA IGF2 NM_00061 CCGTGCTTCCGGACAACTTCCCCAGATACCCCGTGGGCAAGTTCTTCCAATATGACACCTGGAAGCA SEQ ID NO: 2644 2.2 GTCCA IGFBP2 NM_00059 GTGGACAGCACCATGAACATGTTGGGCGGGGGAGGCAGTGCTGGCCGGAAGCCCCTCAAGTCGGGTA SEQ ID NO: 2645 7.1 TGAAGG IGFBP3 NM_00059 ACGCACCGGGTGTCTGATCCCAAGTTCCACCCCCTCCATTCAAAGATAATGATGATCAAGAAAGGGC SEQ ID NO: 2646 8.1 A IGFBP5 NM_00059 TGGACAAGTACGGGATGAAGCTGCCAGGCATGGAGTACGTTGACGGGGACTTTCAGTGCCACACCTT SEQ ID NO: 2647 9.1 CG IGFBP6 NM_00217 TGAACCGCAGAGAGGAAGAGAGGAATGCAGGCAGCTCTACCAGGCCGTGCCAGGGCAATTCTGCGGG SEQ ID NO: 2648 8.1 TGTCCAAGAC IGFBP7 NM_00155 GGGTCACTATGGAGTTCAAAGGACAGAACTCCTGCCTGGTGACCGGGACAACCTGGCCATTCAGACC SEQ ID NO: 2649 3 C IHH NM_00218 AAGGACGAGGAGAACACAGGCGCCGACCGCCTCATGACCCAGCGCTGCAAGGACCGCCTGAACTCGC SEQ ID NO: 2650 1.1 TGGCTATCT IL-8 NM_00058 AAGGAACCATCTCACTGTGTGTAAACATGACTTCCAAGCTGGCCGTGGCTCTCTTGGCAGCCTTCCT SEQ ID NO: 2651 4.2 GAT IL10 NM_00057 GGCGCTGTCATCGATTTCTTCCCTGTGAAAACAAGAGCAAGGCCGTGGAGCAGGTGAAGAATGCCTT SEQ ID NO: 2652 2.1 TAATAAGCTCCA IL1B NM_00057 AGCTGAGGAAGATGCTGGTTCCCTGCCCACAGACCTTCCAGGAGAATGAGCTGAGCACCTTCTTTGC SEQ ID NO: 2653 6.2 1L6 NM_00060 CCTGAACCTTCCAAAGATGGCTGAAAAAGATGGATGCTTCCAATCTGGATTCAATGAGGAGACTTGC SEQ ID NO: 2654 0.1 CTGGT IL6ST NM_00218 GGCCTAATGTTCCAGATCCTTCAAAGAGTCATATTGCCCAGTGGTCACCTCACACTCCTCCAAGGCA SEQ ID NO: 2655 4.2 CAATTTT ILT-2 NM_00666 AGCCATCACTCTCAGTGCAGCCAGGTCCTATCGTGGCCCCTGAGGAGACCCTGACTCTGCAGT SEQ ID NO: 2656 9.1 IMP-1 NM_00654 GAAAGTGTTTGCGGAGCACAAGATCTCCTACAGCGGCCAGTTCTTGGTCAAATCCGGCTACGCCTTC SEQ ID NO: 2657 6.2 IMP2 NM_00654 GAATCTGATCCCAGGGTTGAACCTCAGCGCACTTGGCATGTTTTCAAGAGGACTGTCCGTGCTATCT SEQ ID NO: 2658 8.3 CCAGGAGCAGGGCC ING1L NM_00156 TGTTTCCAAGATCCTGCTGAAAGTGAACGAGCCTCAGATAAAGCAAAGATGGATTCCAGCCAACCAG SEQ ID NO: 2659 4.1 AAAGA INGS NM_03232 CCTACAGCAAGTGCAAGGAATACAGTGACGACAAAGTGCAGCTGGCCATGCAGACCTACGAGATG SEQ ID NO: 2660 9.4 INHA NM_00219 CCTCCCAGTTTCATCTTCCACTACTGTCATGGTGGTTGTGGGCTGCACATCCCACCAAACCTGTCCC SEQ ID NO: 2661 1.2 TTCCAGTCCCT INHBA NM_00219 GTGGCCGAGCCATATAGCAGGCACGTCCGGGTCCTCACTGTCCTTCCACTCAACAGTCATCAACCAC SEQ ID NO: 2662 2.1 TACCG INHBB NM_00219 AGCCTCCAGGATACCAGCAAATGGATGCGGTGACAAATGGCAGCTTAGCTACAAATGCCTGTCAGTC SEQ ID NO: 2663 3.1 GGAGA IRS1 NM_00554 CCACAGCTCACCTTCTGTCAGGTGTCCATCCCAGCTCCAGCCAGCTCCCAGAGAGGAAGAGACTGGC SEQ ID NO: 2664 4.1 ACTGAGG ITGA3 NM_00220 CCATGATCCTCACTCTGCTGGTGGACTATACACTCCAGACCTCGCTTAGCATGGTAAATCACCGGCT SEQ ID NO: 2665 4.1 ACAAAGCTTC ITGA4 NM_00088 CAACGCTTCAGTGATCAATCCCGGGGCGATTTACAGATGCAGGATCGGAAAGAATCCCGGCCAGAC SEQ ID NO: 2666 5.2 ITGA5 NM_00220 AGGCCAGCCCTACATTATCAGAGCAAGAGCCGGATAGAGGACAAGGCTCAGATCTTGCTGGACTGTG SEQ ID NO: 2667 5.1 AAGAGGAC ITGA6 NM_00021 CAGTGACAAACAGCCCTTCCAACCCAAGGAATCCCACAAAAGATGGCGATGACGCCCATGAGGCTAA SEQ ID NO: 2668 0.1 AC ITGA7 NM_00220 GATATGATTGGTCGCTGCTTTGTGCTCAGCCAGGACCTGGCCATCCGGGATGAGTTGGATGGTGGGG SEQ ID NO: 2669 6.1 AATGGAAGTTCT ITGAV NM_00221 ACTCGGACTGCACAAGCTATTTTTGATGACAGCTATTTGGGTTATTCTGTGGCTGTCGGAGATTTCA SEQ ID NO: 2670 0.2 ATGGTGATGGCA ITGB1 NM_00221 TCAGAATTGGATTTGGCTCATTTGTGGAAAAGACTGTGATGCCTTACATTAGCACAACACCAGCTAA SEQ ID NO: 2671 1.2 GCTCAGG ITGB3 NM_00021 ACCGGGAGCCCTACATGACCGAAAATACCTGCAACCGTTACTGCCGTGACGAGATTGAGTCAGTGAA SEQ ID NO: 2672 2.1 AGAGCTTAAGG ITGB4 NM_00021 CAAGGTGCCCTCAGTGGAGCTCACCAACCTGTACCCGTATTGCGACTATGAGATGAAGGTGTGCGC SEQ ID NO: 2673 3.2 ITGB5 NM_00221 TCGTGAAAGATGACCAGGAGGCTGTGCTATGTTTCTACAAAACCGCCAAGGACTGCGTCATGATGTT SEQ ID NO: 2674 3.3 CACC K-ras NM_03336 GTCAAAATGGGGAGGGACTAGGGCAGTTTGGATAGCTCAACAAGATACAATCTCACTCTGTGGTGGT SEQ ID NO: 2675 0.2 CCTG KCNH2 iso NM_00023 GAGCGCAAAGTGGAAATCGCCTTCTACCGGAAAGATGGGAGCTGCTTCCTATGTCTGGTGGATGTGG SEQ ID NO: 2676 a/b 8.2 TGCCCGTGAAGA KCNH2 iso NM_17205 TCCTGCTGCTGGTCATCTACACGGCTGTCTTCACACCCTACTCGGCTGCCTTCCTGCTGAAGGAGAC SEQ ID NO: 2677 a/c 7.1 GGAAGAAGG KCNK4 NM_01661 CCTATCAGCCGCTGGTGTGGTTCTGGATCCTGCTCGGCCTGGCTTACTTCGCCTCAGTGCTCACCAC SEQ ID NO: 2678 1.2 CA KDR NM_00225 GAGGACGAAGGCCTCTACACCTGCCAGGCATGCAGTGTTCTTGGCTGTGCAAAAGTGGAGGCATTTT SEQ ID NO: 2679 3.1 T Ki-67 NM_00241 CGGACTTTGGGTGCGACTTGACGAGCGGTGGTTCGACAAGTGGCCTTGCGGGCCGGATCGTCCCAGT SEQ ID NO: 2680 7.1 GGAAGAGTTGTAA KIAA0125 NM_01479 GTGTCCTGGTCCATGTGGTGCACGTGTCTCCACCTCCAAGGAGAGGCTCCTCAGTGTGCACCTCCC SEQ ID NO: 2681 2.2 KIF22 NM_00731 CTAAGGCACTTGCTGGAAGGGCAGAATGCCAGTGTGCTTGCCTATGGACCCACAGGAGCTGGGAAG SEQ ID NO: 2682 7.1 A KIF2C NM_00684 AATTCCTGCTCCAAAAGAAAGTCTTCGAAGCCGCTGCACTCGCATGTCCACTGTCTCAGAGCTTCG SEQ ID NO: 2683 5.2 CATCACG KIFC1 XM_37181 GCAGAGGGTTGAAGAACGAGAAGCCAGTTCCTGCTGTTCCTGTGGAGAAGTCTGGCAGATGAGGTG SEQ ID NO: 2684 3.1 Kiting NM_00089 GTCCCCGGGATGGATGTTTTGCCAAGTCATTGTTGGATAAGCGAGATGGTAGTACAATTGTCAGAC SEQ ID NO: 2685 9.1 AGCTTGACTGATC KLF5 NM_00173 GTGCAACCGCAGCTTCTCGCGCTCTGACCACCTGGCCCTGCATATGAAGAGGCACCAGAACTGAGC SEQ ID NO: 2686 0.3 ACTGCCCG KLF6 NM_00130 CACGAGACCGGCTACTTCTCGGCGCTGCCGTCTCTGGAGGAGTACTGGCAACAGACCTGCCTAGAG SEQ ID NO: 2687 0.4 C KLK10 NM_00277 GCCCAGAGGCTCCATCGTCCATCCTCTTCCTCCCCAGTCGGCTGAACTCTCCCCTTGTCTGCACTG SEQ ID NO: 2688 6.1 TTCAAACCTCTG KLK6 NM_00277 GACGTGAGGGTCCTGATTCTCCCTGGTTTTAGCCCAGCTCCATCCTTGCATCACTGGGGAGGACGT SEQ ID NO: 2689 4.2 GATGAGTGAGGA KLRK1 NM_00736 TGAGAGCCAGGCTTCTTGTATGTCTCAAAATGCCAGCCTTCTGAAAGTATACAGCAAAGAGGACCA SEQ ID NO: 2690 0.1 GGAT KNTC2 NM_00610 ATGTGCCAGTGAGCTTGAGTCCTTGGAGAAACACAAGCACCTGCTAGAAAGTACTGTTAACCAGGG SEQ ID NO: 2691 1.1 GTGCA KRAS2 NM_00498 GAGACCAAGGTTGCAAGGCCAGGCCCTGTGTGAACCTTTGAGCTTTCATAGAGAGTTTCACAGCAT SEQ ID NO: 2692 5.3 GGACTG KRT19 NM_00227 TGAGCGGCAGAATCAGGAGTACCAGCGGCTCATGGACATCAAGTCGCGGCTGGAGCAGGAGATTGC SEQ ID NO: 2693 6.1 CACCTACCGCA KRT8 NM_00227 GGATGAAGCTTACATGAACAAGGTAGAGCTGGAGTGTCGCCTGGAAGGGCTGAGCGACGAGATCAA SEQ ID NO: 2694 3.1 CTTCCTCAGGCAGCTATATG LAMA3 NM_00022 CAGATGAGGCACATGGAGACCCAGGCCAAGGACCTGAGGAATCAGTTGCTCAACTACCGTTCTGCC SEQ ID NO: 2695 7.2 ATTTCAA LAMB3 NM_00022 ACTGACCAAGCCTGAGACCTACTGCACCCAGTATGGCGAGTGGCAGATGAAATGCTGCAAGTGTGA SEQ ID NO: 2696 8.1 C LAMC2 NM_00556 ACTCAAGCGGAAATTGAAGCAGATAGGTCTTATCAGCACAGTCTCCGCCTCCTGGATTCAGTGTCT SEQ ID NO: 2697 2.1 CGGCTTCAGGGAGT LAT NM_01438 GTGAACGTTCCGGAGAGCGGGGAGAGCGCAGAAGCGTCTCTGGATGGCAGCCGGGAGTATGTGAAT SEQ ID NO: 2698 7.2 GT LCN2 NM_00556 CGCTGGGCAACATTAAGAGTTACCCTGGATTAACGAGTTACCTCGTCCGAGTGGTGAGCACCAACT SEQ ID NO: 2699 4.2 ACAACCAGCATGCT LDLRAP1 NM_01562 CAGTGCCTCTCGCCTGTCGACTGGGACAAGCCTGACAGCAGCGGCACAGAGCAGGATGACCTCTTC SEQ ID NO: 2700 7.1 A LEF NM_01626 GATGACGGAAAGCATCCAGATGGAGGCCTCTACAACAAGGGACCCTCCTACTCGAGTTATTCCGGG SEQ ID NO: 2701 9.2 LGALS3 NM_00230 AGCGGAAAATGGCAGACAATTTTTCGCTCCATGATGCGTTATCTGGGTCTGGAAACCCAAACCCTC SEQ ID NO: 2702 6.1 AAG LGMN NM_00100 TTGGTGCCGTTCCTATAGATGATCCTGAAGATGGAGGCAAGCACTGGGTGGTGATCGTGGCAGGTT SEQ ID NO: 2703 8530.1 C LILRB3 NM_00686 CACCTGGTCTGGGAAGATACCTGGAGGTTTTGATTGGGGTCTCGGTGGCCTTCGTCCTGCTGCTCT SEQ ID NO: 2704 4.1 T LMNB1 NM_00557 TGCAAACGCTGGTGTCACAGCCAGCCCCCCAACTGACCTCATCTGGAAGAACCAGAACTCGTGGGG SEQ ID NO: 2705 3.1 LMYC NM_01242 CCCATCCAGAACACTGATTGCTGTCATTCAAGTGAAAGGGATGGAGGTCAGAAAGGGTGCATAGAA SEQ ID NO: 2706 1.1 GCAGA LOX NM_00231 CCAATGGGAGAACAACGGGCAGGTGTTCAGCTTGCTGAGCCTGGGCTCACAGTACCAGCCTCAGCG SEQ ID NO: 2707 7.3 LOXL2 NM_00231 TCAGCGGGCTCTTAAACAACCAGCTGTCCCCGCAGTAAAGAAGCCTGCGTGGTCAACTCCTGTCTT SEQ ID NO: 2708 8.1 LRP5 NM_00233 CGACTATGACCCACTGGACAAGTTCATCTACTGGGTGGATGGGCGCCAGAACATCAAGCGAGCCAA SEQ ID NO: 2709 5.1 G LRP6 NM_00233 GGATGTAGCCATCTCTGCCTCTATAGACCTCAGGGCCTTCGCTGTGCTTGCCCTATTGGCTTTGAA SEQ ID NO: 2710 6.1 CT LY6D NM_00369 AATGCTGATGACTTGGAGCAGGCCCCACAGACCCCACAGAGGATGAAGCCACCCCACAGAGGATGC SEQ ID NO: 2711 5.2 AG MAD NM_00235 TGGTTCTGATTAGGTAACGTATTGGACCTGCCCACAACTCCCTTGCACGTAAACTTCAGTGTCCCA SEQ ID NO: 2712 7.1 CCTTGACC MAD1L1 NM_00355 AGAAGCTGTCCCTGCAAGAGCAGGATGCAGCGATTGTGAAGAACATGAAGTCTGAGCTGGTACGGC SEQ ID NO: 2713 0.1 T MAD2L1 NM_00235 CCGGGAGCAGGGAATCACCCTGCGCGGGAGCGCCGAAATCGTGGCCGAGTTCTTCTCATTCGGCAT SEQ ID NO: 2714 8.2 CAACAGCAT MADH2 NM_00590 GCTGCCTTTGGTAAGAACATGTCGTCCATCTTGCCATTCACGCCGCCAGTTGTGAAGAGACTGCTG SEQ ID NO: 2715 1.2 GGAT MADH4 NM_00535 GGACATTACTGGCCTGTTCACAATGAGCTTGCATTCCAGCCTCCCATTTCCAATCATCCTGCTCCT SEQ ID NO: 2716 9.3 GAGTATTGGT MADH7 NM_00590 TCCATCAAGGCTTTCGACTACGAGAAGGCGTACAGCCTGCAGCGGCCCAATGACCACGAGTTTATG SEQ ID NO: 2717 4.1 CAGCAG MAP2 NM_03184 CGGACCACCAGGTCAGAGCCAATTCGCAGAGCAGGGAAGAGTGGTACCTCAACACCCACTACCCCT SEQ ID NO: 2718 6.1 G MAP2K1 NM_00275 GCCTTTCTTACCCAGAAGCAGAAGGTGGGAGAACTGAAGGATGACGACTTTGAGAAGATCAGTGAG SEQ ID NO: 2719 5.2 CTGGGGGCTG MAP3K1 XM_04206 GGTTGGCATCAAAAGGAACTGGTGCAGGAGAGTTTCAGGGACAATTACTGGGGACAATTGCATTTA SEQ ID NO: 2720 6.8 TGGCA MAPK14 NM_13901 TGAGTGGAAAAGCCTGACCTATGATGAAGTCATCAGCTTTGTGCCAGCACCCCTTGACCAAGAAGA SEQ ID NO: 2721 2.1 GATGGAGTCC Maspin NM_00263 CAGATGGCCACTTTGAGAACATTTTAGCTGACAACAGTGTGAACGACCAGACCAAAATCCTTGTGG SEQ ID NO: 2722 9.1 TTAATGCTGCC MAX NM_00238 CAAACGGGCTCATCATAATGCACTGGAACGAAAACGTAGGGACCACATCAAAGACAGCTTTCACAG SEQ ID NO: 2723 2.3 TTTGCGGGA MCM2 NM_00452 GACTTTTGCCCGCTACCTTTCATTCCGGCGTGACAACAATGAGCTGTTGCTCTTCATACTGAAGCA SEQ ID NO: 2724 6.1 GTTAGTGGC MCM3 NM_00238 GGAGAACAATCCCCTTGAGACAGAATATGGCCTTTCTGTCTACAAGGATCACCAGACCATCACCAT SEQ ID NO: 2725 8.2 GCAGGAGAT MCM6 NM_00591 TGATGGTCCTATGTGTCACATTCATCACAGGTTTCATACCAACACAGGCTTCAGCACTTCCTTTGG SEQ ID NO: 2726 5.2 TGTGTTTCCTGTCCCA MCP1 NM_00298 CGCTCAGCCAGATGCAATCAATGCCCCAGTCACCTGCTGTTATAACTTCACCAATAGGMGATCTCA SEQ ID NO: 2727 2.1 GTGC MDK NM_00239 GGAGCCGACTGCAAGTACAAGTTTGAGAACTGGGGTGCGTGTGATGGGGGCACAGGCACCAAAGTC SEQ ID NO: 2728 1.2 MDM2 NM_00239 CTACAGGGACGCCATCGAATCCGGATCTTGATGCTGGTGTAAGTGAACATTCAGGTGATTGGTTGG SEQ ID NO: 2729 2.1 AT MGAT5 NM_00241 GGAGTCGAAGGTGGACAATCTTGTTGTCAATGGCACCGGAACAAACTCAACCAACTCCACTACAGCTG SEQ ID NO: 2730 0.2 TTCCCA MGMT NM_00241 GTGAAATGAAACGCACCACACTGGACAGCCCTTTGGGGAAGCTGGAGCTGTCTGGTTGTGAGCAGGGT SEQ ID NO: 2731 2.1 C mGST1 NM_02030 ACGGATCTACCACACCATTGCATATTTGACACCCGTTCGGCAGCCAAATAGAGCTTTGAGTTTTTTTG SEQ ID NO: 2732 0.2 TTGGATATGGA MMP1 NM_00242 GGGAGATCATCGGGACAACTGTCCTTTTGATGGACCTGGAGGAAATCTTGCTCATGCTTTTCAACCAG SEQ ID NO: 2733 1.2 GCCC MMP12 NM_00242 CCAACGCTTGCCAAATCCTGACAATTCAGAACCAGCTCTCTGTGACCCCAATTTGAGTTTTGATGCTG SEQ ID NO: 2734 6.1 TCACTACCGT MMP2 NM_00453 CCATGATGGAGAGGCAGACATCATGATCAACTTTGGCCGCTGGGAGCATGGCGATGGATACCCCTTTG SEQ ID NO: 2735 0.1 ACGGTAAGGACGGACTCC MMP7 NM_00242 GGATGGTAGCAGTCTAGGGATTAACTTCCTGTATGCTGCMCTCATGAACTTGGCCATTCTTTGGGTAT SEQ ID NO: 2736 3.2 GGGACATTCC MMP9 NM_00499 GAGAACCAATCTCACCGACAGGCAGCTGGCAGAGGAATACCTGTACCGCTATGGTTACACTCGGGT SEQ ID NO: 2737 4.1 G MRP1 NM_00499 TCATGGTGCCCGTGAATGCTGTGATGGCGATGAAGACCAAGACGTATCAGGTGGCCCACATGAAGAGC SEQ ID NO: 2738 6.2 AAAGACAATCG MRP2 NM_00039 AGGGGATGACTTGGACACATCTGCCATTCGACATGACTGCAATTTTGACAAAGCCATGCAGTTTT SEQ ID NO: 2739 2.1 MRP3 NM_00378 TCATCCTGGCGATCTACTTCCTCTGGCAGAACCTAGGTCCCTCTGTCCTGGCTGGAGTCGCTTTCATG SEQ ID NO: 2740 6.2 GTCTTGCTGATTCCACTCAACGG MRP4 NM_00584 AGCGCCTGGAATCTACAACTCGGAGTCCAGTGTTTTCCCACTTGTCATCTTCTCTCCAGGGGCTCT SEQ ID NO: 2741 5.1 MRPL40 NM_00377 ACTTGCAGGCTGCTATCCTTAACATGCTGCCCCTGAGAGTAGGAATGACCAGGGTTCAAGTCTGCT SEQ ID NO: 2742 6.2 MSH2 NM_00025 GATGCAGAATTGAGGCAGACTTTACAAGAAGATTTACTTCGTCGATTCCCAGATCTTAACCGACTTGC SEQ ID NO: 2743 1.1 CAAGA MSH3 NM_00243 TGATTACCATCATGGCTCAGATTGGCTCCTATGTTCCTGCAGAAGAAGCGACAATTGGGATTGTGGAT SEQ ID NO: 2744 9.1 GGCATTTTCACAAG MSHG NM_00017 TCTATTGGGGGATTGGTAGGAACCGTTACCAGCTGGAAATTCCTGAGAATTTCACCACTCGCAATTTG SEQ ID NO: 2745 9.1 MT3 NM_00595 GTGTGAGAAGTGTGCCAAGGACTGTGTGTGCAAAGGCGGAGAGGCAGCTGAGGCAGAAGCAGAGAAGT SEQ ID NO: 2746 4.1 GAG G MTA1 NM_00468 CCGCCCTCACCTGAAGAGAAACGCGCTCCTTGGCGGACACTGGGGGAGGAGAGGAAGAAGCGCGGCTA SEQ ID NO: 2747 9.2 ACTTATTCC MUC1 NM_00245 GGCCAGGATCTGTGGTGGTACAATTGACTCTGGCCTTCCGAGAAGGTACCATCAATGTCCACGACGTG SEQ ID NO: 2748 6.1 GAG MUC2 NM_00245 CTATGAGCCATGTGGGAACCGGAGCTTCGAGACCTGCAGGACCATCAACGGCATCCACTCCAACAT SEQ ID NO: 2749 7.1 MUC5B XM_03987 TGCCCTTGCACTGTCCTAACGGCTCAGCCATCCTGCACACCTACACCCACGTGGATGAGTGTGGCTG SEQ ID NO: 2750 7.11 MUTYH NM_01222 GTACGACCAAGAGAAACGGGACCTACCATGGAGAAGACGGGCAGAAGATGAGATGGACCTGGACAGG SEQ ID NO: 2751 2.1 MVP NM_01745 ACGAGAACGAGGGCATCTATGTGCAGGATGTCAAGACCGGAAAGGTGCGCGCTGGATTGGAAGCACCT SEQ ID NO: 2752 8.1 ACATGC MX1 NM_00246 GAAGGAATGGGAATCAGTCATGAGCTAATCACCCTGGAGATCAGCTCCCGAGATGTCCCGGATCTGAC SEQ ID NO: 2753 2.2 TCTAATAGAC MXD4 NM_00645 AGAAACTGGAGGAGCAGGACCGCCGGGCACTGAGCATCAAGGAGCAGCTGCAGCAGGAGCATCGTTTC SEQ ID NO: 2754 4.2 CTGAAG MYBL2 NM_00246 GCCGAGATCGCCAAGATGTTGCCAGGGAGGACAGACAATGCTGTGAAGAATCACTGGAACTCTACCAT SEQ ID NO: 2755 6.1 CAAAAG MYH11 NM_00247 CGGTACTTCTCAGGGCTAATATATACGTACTCTGGCCTCTTCTGCGTGGTGGTCAACCCCTATAAACA SEQ ID NO: 2756 4.1 CCTGCCCATCTACTCGG MYLK NM_05302 TGACGGAGCGTGAGTGCATCAAGTACATGCGGCAGATCTCGGAGGGAGTGGAGTACATCCACAAGCAG SEQ ID NO: 2757 5.1 GGCAT NAT2 NM_00001 TAACTGACATTCTTGAGCACCAGATCCGGGCTGTTCCCTTTGAGAACCTTAACATGCATTGTGGGCAA SEQ ID NO: 2758 5.1 GCCAT NAV2 NM_18296 CTCTCCCAGCACAGCTTGAACCTCACTGAGTCAACCAGCCTGGACATGTTGCTGGATGACACTGGTG SEQ ID NO: 2759 4.3 NCAM 1 NM_00061 TAGTTCCCAGCTGACCATCAAAAAGGTGGATAAGAACGACGAGGCTGAGTACATCTGCATTGCTGAGA SEQ ID NO: 2760 5.1 ACAAGGCTG NDE1 NM_01766 CTACTGCGGAAAGTCGGGGCACTGGAGTCCAAACTCGCTTCCTGCCGGAAGGTCGTGTAGGATCAGTC SEQ ID NO: 2761 8.1 C NDRG1 NM_00609 AGGGCAACATTCCACAGCTGCCCTGGCTGTGATGAGTGTCCTTGCAGGGGCCGGAGTAGGAGCACTG SEQ ID NO: 2762 6.2 NDUFS3 NM_00455 TATCCATCCTGATGGCGTCATCCCAGTGCTGAGTTTCCTCAGGGATCACACCAATGCACAGTTCAA SEQ ID NO: 2763 1.1 NEDD8 NM_00615 TGCTGGCTACTGGGTGTTAGTTTGCAGTCCTGTGTGCTTCCCTCTCTTATGACTGTGTCCCTGGTTGT SEQ ID NO: 2764 6.1 C NEK2 NM_00249 GTGAGGCAGCGCGACTCTGGCGACTGGCCGGCCATGCCTTCCCGGGCTGAGGACTATGAAGTGTTGTA SEQ ID NO: 2765 7.1 CACCATTGGCA NF2 NM_00026 ACTCCAGAGCTGACCTCCACCGCCCAGCCTGGGAAGTCATTGTAGGGAGTGAGACACTGAAGCCCTGA SEQ ID NO: 2766 8.2 NFKBp50 NM_00399 CAGACCAAGGAGATGGACCTCAGCGTGGTGCGGCTCATGTTTACAGCTTTTCTTCCGGATAGCACTGG SEQ ID NO: 2767 8.1 CAGCT NFKBp65 NM_02197 CTGCCGGGATGGCTTCTATGAGGCTGAGCTCTGCCCGGACCGCTGCATCCACAGTTTCCAGAACCTGG SEQ ID NO: 2768 5.1 NISCH NM_00718 CCAAGGAATCATGTTCGTTCAGGAGGAGGCCCTGGCCAGCAGCCTCTCGTCCACTGACAGTCTGACTC SEQ ID NO: 2769 4.1 CCGAGCACCA Nkd-1 NM_03311 GAGAGAGTGAGCGAACCCTGCCCAGGCTCCAAGAAGCAGCTGAAGTTTGAAGAGCTCCAGTGCGACG SEQ ID NO: 2770 9.3 NMB NM_02107 GGCTGCTGGTACAAATACTGCAGAAATGACACCAATAATAGGGGCAGACACAACAGCGTGGCTTAGAT SEQ ID NO: 2771 7.1 TG NMBR NM_00251 TGATCCATCTCTAGGCCACATGATTGTCACCTTAGTTGCCCGGGTTCTCAGTTTTGGCAATTCTTGTG SEQ ID NO: 2772 1.1 TCAACCCATTTGCTC NME1 NM_00026 CCAACCCTGCAGACTCGAAGCCTGGGACCATGCGTGGAGACTTCTGCATACAAGTTGGGAGGAACATT SEQ ID NO: 2773 9.1 ATACAT NOS3 NM_00060 ATCTCCGCCTCGCTCATGGGCACGGTGATGGCGAAGCGAGTGAAGGCGACAATCCTGTATGGCTCCGA SEQ ID NO: 2774 3.2 NOTCH1 NM_01761 CGGGTCCACCAGTTTGAATGGTCAATGCGAGTGGCTGTCCCGGCTGCAGAGCGGCATGGTGCCGAACC SEQ ID NO: 2775 7.2 AATACAAC NOTCH2 NM_02440 CACTTCCCTGCTGGGATTATATCAACAACCAGTGTGATGAGCTGTGCAACACGGTCGAGTGCCTGTTT SEQ ID NO: 2776 8.2 GACAACT NPM1 NM_00252 AATGTTGTCCAGGTTCTATTGCCAAGAATGTGTTGTCCAAAATGCCTGTTTAGTTTTTAAAGATGGAA SEQ ID NO: 2777 0.2 CTCCACCCTTTGCTTG NR4A1 NM_00213 CACAGCTTGCTTGTCGATGTCCCTGCCTTCGCCTGCCTCTCTGCCCTTGTCCTCATCACCGACCGGCA SEQ ID NO: 2778 5.2 T NRG1 NM_01395 CGAGACTCTCCTCATAGTGAAAGGTATGTGTCAGCCATGACCACCCCGGCTCGTATGTCACCTGTAGA SEQ ID NO: 2779 7.1 TTTCCACACGCCAAG NRP1 NM_00387 CAGGTCTCTCCACGCGATTCATCAGGATCTACCCCGAGAGAGCCACTGATGGGGGACTGGGGCTCAGA SEQ ID NO: 2780 3.1 ATGGAGCTGCTGGG NRP2 NM_00387 CTACAGCCTAAACGGCAAGGACTGGGAATACATTCAGGACCCCAGGACCCAGCAGCCAAAGCTGTTCG SEQ ID NO: 2781 2.1 AAGGGAAC NTN1 NM_00482 AGAAGGACTATGCCGTCCAGATCCACATCCTGAAGGCGGACAAGGCGGGGGACTGGTGGAAGTTCACG SEQ ID NO: 2782 2.1 G NUFIP1 NM_01234 GCTTCCACATCGTGGTATTGGAGACAGTCTTCTGATAGGTTTCCTCGGCATCAGAAGTCCTTCAACCC SEQ ID NO: 2783 5.1 TGCAGTT ODC1 NM_00253 AGAGATCACCGGCGTAATCAACCCAGCGTTGGACAAATACTTTCCGTCAGACTCTGGAGTGAGAATCA SEQ ID NO: 2784 9.1 TAGCTGAGCCCG OPN, NM_00058 CAACCGAAGTTTTCACTCCAGTTGTCCCCACAGTAGACACATATGATGGCCGAGGTGATAGTGTGGTT SEQ ID NO: 2785 osteopontin 2.1 TATGGACTGAGG ORC1L NM_00415 TCCTTGACCATACCGGAGGGTGCATGTACATCTCCGGTGTCCCTGGGACAGGGAAGACTGCCACTG SEQ ID NO: 2786 3.2 OSM NM_02053 GTTTCTGAAGGGGAGGTCACAGCCTGAGCTGGCCTCCTATGCCTCATCATGTCCCAAACCAGACACCT SEQ ID NO: 2787 0.3 OSMR NM_00399 GCTCATCATGGTCATGTGCTACTTGAAAAGTCAGTGGATCAAGGAGACCTGTTATCCTGACATCCCTG SEQ ID NO: 2788 9.1 ACCCTTACA P14ARF S78535.1 CCCTCGTGCTGATGCTACTGAGGAGCCAGCGTCTAGGGCAGCAGCCGCTTCCTAGAAGACCAGGTCAT SEQ ID NO: 2789 GATG p16-INK4 L27211.1 GCGGAAGGTCCCTCAGACATGCCCGATTGAAAGAACCAGAGAGGCTCTGAGAAACCTCGGGAAACTTA SEQ ID NO: 2790 GATCATCA p21 NM_00038 TGGAGACTCTGAGGGTGGAAAACGGCGGCAGACCAGGATGACAGATTTCTACCACTCCAAAGGGC SEQ ID NO: 2791 9.1 p27 NM_00406 CGGTGGACCACGAAGAGTTAACCCGGGACTTGGAGAAGCACTGCAGAGACATGGAAGAGGCGAGCC SEQ ID NO: 2792 4.1 P53 NM_00054 CTTTGAACCCTTGCTTGCAATAGGTGTGCGTCAGAAGCACCCAGGACTTCCATTTGCTTTGTCCCGGG SEQ ID NO: 2793 6.2 p53R2 AB03606 CCCAGCTAGTGTTCCTCAGAACAAAGATTGGAAAAAGCTGGCCGAGAACCATTTATACATAGAGGAAG SEQ ID NO: 2794 3.1 GGCTTACGG PADI4 NM_01238 AGCAGTGGCTTGCTTTCTTCTCCTGTGATGTCCCAGTTTCCCACTCTGAAGATCCCAACATGGTCCTA SEQ ID NO: 2795 7.1 GCA PAI1 NM_00060 CCGCAACGTGGTTTTCTCACCCTATGGGGTGGCCTCGGTGTTGGCCATGCTCCAGCTGACAACAGGAG SEQ ID NO: 2796 2.1 GAGAAACCCAGCA Pak1 NM_00257 GAGCTGTGGGTTGTTATGGAATACTTGGCTGGAGGCTCCTTGACAGATGTGGTGACAGAAACTTGCAT SEQ ID NO: 2797 6.3 GG PARC NM_01508 GGAGCTGACCTGCTTCCTACATCGCCTGGCCTCGATGCATAAGGACTATGCTGTGGTGCTCTGCT SEQ ID NO: 2798 9.1 PCAF NM_00388 AGGTGGCTGTGTTACTGCAACGTGCCACAGTTCTGCGACAGTCTACCTCGGTACGAAACCACACAGGT SEQ ID NO: 2799 4.3 G PCNA NM_00259 GAAGGTGTTGGAGGCACTCAAGGACCTCATCAACGAGGCCTGCTGGGATATTAGCTCCAGCGGTGTAA SEQ ID NO: 2800 2.1 ACC PDGFA NM_00260 TTGTTGGTGTGCCCTGGTGCCGTGGTGGCGGTCACTCCCTCTGCTGCCAGTGTTTGGACAGAACCCA SEQ ID NO: 2801 7.2 PDGFB NM_00260 ACTGAAGGAGACCCTTGGAGCCTAGGGGCATCGGCAGGAGAGTGTGTGGGCAGGGTTATTTA SEQ ID NO: 2802 8.1 PDGFC NM_01620 AGTTACTAAAAAATACCACGAGGTCCTTCAGTTGAGACCAAAGACCGGTGTCAGGGGATTGCACAAAT SEQ ID NO: 2803 5.1 CACTCACCGAC PDGFD NM_02520 TATCGAGGCAGGTCATACCATGACCGGAAGTCAAAAGTTGACCTGGATAGGCTCAATGATGATGCCAA SEQ ID NO: 2804 8.2 GCGTTA PDGFRa NM_00620 GGGAGTTTCCAAGAGATGGACTAGTGCTTGGTCGGGTCTTGGGGTCTGGAGCGTTTGGGMGGTGGTTG SEQ ID NO: 2805 6.2 AAG PDGFRb NM_00260 CCAGCTCTCCTTCCAGCTACAGATCAATGTCCCTGTCCGAGTGCTGGAGCTAAGTGAGAGCCACCC SEQ ID NO: 2806 9.2 PFN1 NM_00502 GGAAAACGTTCGTCAACATCACGCCAGCTGAGGTGGGTGTCCTGGTTGGCAAAGACCGGTCAAGTTTT SEQ ID NO: 2807 2.2 PFN2 NM_05302 TCTATACGTCGATGGTGACTGCACAATGGACATCCGGACAAAGAGTCAAGGTGGGGAGCCAACATACA SEQ ID NO: 2808 4.1 ATGTGGCTGTCGGC PGK1 NM_00029 AGAGCCAGTTGCTGTAGAACTCAAATCTCTGCTGGGCAAGGATGTTCTGTTCTTGAAGGACTGTGTAG SEQ ID NO: 2809 1.1 GCCCAG P13K NM_00264 TGCTACCTGGACAGCCCGTTGGTGCGCTTCCTCCTGAAACGAGCTGTGTCTGACTTGAGAGTGACTCA SEQ ID NO: 2810 6.2 CTACTTCTTCTGGTTACTGAAGGACGGCCT PI3KC2A NM_00264 ATACCAATCACCGCACAAACCCAGGCTATTTGTTAAGTCCAGTCACAGCGCAAAGAAACATATGCGGA SEQ ID NO: 2811 5.1 GAAAATGCTAGTGTG PIK3CA NM_00621 GTGATTGAAGAGCATGCCAATTGGTCTGTATCCCGAGAAGCAGGATTTAGCTATTCCCACGCAGGAC SEQ ID NO: 2812 8.1 PIM1 NM_00264 CTGCTCAAGGACACCGTCTACACGGACTTCGATGGGACCCGAGTGTATAGCCCTCCAGAGTGGATCC SEQ ID NO: 2813 8.2 Pin1 NM_00622 GATCAACGGCTACATCCAGAAGATCAAGTCGGGAGAGGAGGACTTTGAGTCTGTGGCCTCACAGTTCA SEQ ID NO: 2814 1.1 PKD1 NM_00029 CAGGACCAGGGATTAGGACGTTGGCTGGGAGAGTCCTCACAATGGCTCGGGGACGTGGGCCTATTCAG SEQ ID NO: 2815 6.2 PKR2 NM_00265 CCGCCTGGACATTGATTCACCACCCATCACAGCCCGGAACACTGGCATCATCTGTACCATTGGCCCAG SEQ ID NO: 2816 4.3 PLA2G2A NM_00030 GCATCCCTCACCCATCCTAGAGGCCAGGCAGGAGCCCTTCTATACCCACCCAGAATGAGACATCCAGC SEQ ID NO: 2817 0.2 AGATTTCCAGC PLAUR NM_00265 CCCATGGATGCTCCTCTGAAGAGACTTTCCTCATTGACTGCCGAGGCCCCATGAATCAATGTCTGGTA SEQ ID NO: 2818 9.1 GCCACCGG PLK NM_00503 AATGAATACAGTATTCCCAAGCACATCAACCCCGTGGCCGCCTCCCTCATCCAGAAGATGCTTCAGAC SEQ ID NO: 2819 0.2 A PLK3 NM_00407 TGAAGGAGACGTACCGCTGCATCAAGCAGGTTCACTACACGCTGCCTGCCAGCCTCTCACTGCCTG SEQ ID NO: 2820 3.2 PLQD2 NM_00093 CAGGGAGGTGGTTGCAAATTTCTAAGGTACAATTGCTCTATTGAGTCACCACGAAAAGGCTGGAGCTT SEQ ID NO: 2821 5.2 CATGGATCCTGGGAGA PMS1 NM_00053 CTTACGGTTTTCGTGGAGAAGCCTTGGGGTCAATTTGTTGTATAGCTGAGGTTTTAATTACAACAAGA SEQ ID NO: 2822 4.2 ACGGCTGCT PMS2 NM_00053 GATGTGGACTGCCATTCAAACCAGGAAGATACCGGATGTAAATTTCGAGTTTTGCCTCAGCCAACTAA SEQ ID NO: 2823 5.2 TCTCGCA PPARG NM_00503 TGACTTTATGGAGCCCAAGTTTGAGTTTGCTGTGAAGTTCAATGCACTGGAATTAGATGACAGCGACT SEQ ID NO: 2824 7.3 TGGC PPID NM_00503 TCCTCATTTGGATGGGAAACATGTGGTGTTTGGCCAAGTAATTAAAGGAATAGGAGTGGCAAGGATAT SEQ ID NO: 2825 8.1 TGG PPM1D NM_00362 GCCATCCGCAAAGGCTTTCTCGCTTGTCACCTTGCCATGTGGAAGAAACTGGCGGAATGGCC SEQ ID NO: 2826 0.1 PPP2R4 NM_17800 GGCTCAGAGCATAAGGCTTCAGGGCCCAAGTTGGGAGAAGTGACCAAAGTGTAGCCAGTTTTCTGAGT SEQ ID NO: 2827 1.1 TCCCGT PR NM_00092 GCATCAGGCTGTCATTATGGTGTCCTTACCTGTGGGAGCTGTAAGGTCTTCTTTAAGAGGGCAATGGA SEQ ID NO: 2828 6.2 AGGGCAGCACAACTACT PRDX2 NM_00580 GGTGTCCTTCGCCAGATCACTGTTAATGATTTGCCTGTGGGACGCTCCGTGGATGAGGCTCTGCGGCT SEQ ID NO: 2829 9.4 G PRDX3 NM_00679 TGACCCCAATGGAGTCATCAAGCATTTGAGCGTCAACGATCTCCCAGTGGGCCGAAGCGTGGAAGAAA SEQ ID NO: 2830 3.2 CCCTCCGCTTGG PRDX4 NM_00640 TTACCCATTTGGCCTGGATTAATACCCCTCGAAGACAAGGAGGACTTGGGCCAATAAGGATTCCACTT SEQ ID NO: 2831 6.1 CTTTGAG PRDX6 NM_00490 CTGTGAGCCAGAGGATGTCAGCTGCCAATTGTGTTTTCCTGCAGCAATTCCATAAACACATCCTGGTG SEQ ID NO: 2832 5.2 TCATCACA PRKCA NM_00273 CAAGCAATGCGTCATCAATGTCCCCAGCCTCTGCGGAATGGATCACACTGAGAAGAGGGGGCGGATTT SEQ ID NO: 2833 7.1 AC PRKCB1 NM_00273 GACCCAGCTCCACTCCTGCTTCCAGACCATGGACCGCCTGTACTTTGTGATGGAGTACGTGAATGGG SEQ ID NO: 2834 8.5 PRKCD NM_00625 CTGACACTTGCCGCAGAGAATCCCTTTCTCACCCAGCTCATCTGCACCTTCCAGACCAAGGACCACCT SEQ ID NO: 2835 4.1 PRKR NM_00275 GCGATACATGAGCCCAGAACAGATTTCTTCGCAAGACTATGGAAAGGAAGTGGACCTCTACGCTTTGG SEQ ID NO: 2836 9.1 GGCTAATTCTTGCTGA pS2 NM_00322 GCCCTCCCAGTGTGCAAATAAGGGCTGCTGTTTCGACGACACCGTTCGTGGGGTCCCCTGGTGCTTCT SEQ ID NO: 2837 5.1 ATCCTAATACCATGGACG PTCH NM_00026 CCACGACAAAGCCGACTACATGCCTGAAACAAGGCTGAGAATCGCGGCAGCAGAGCCCATCGAGTA SEQ ID NO: 2838 4.2 PTEN NM_00031 TGGCTAAGTGAAGATGACAATCATGTTGCAGCAATTCACTGTAAAGCTGGAAAGGGACGAACTGGTGT SEQ ID NO: 2839 4.1 AATGATATGTGCA PTGER3 NM_00095 TAACTGGGGCAACCTTTTCTTCGCCTCTGCCTTTGCCTTCCTGGGGCTCTTGGCGCTGACAGTCACCT SEQ ID NO: 2840 7.2 TTTCCTGCAA PTHLH NM_00282 AGTGACTGGGAGTGGGCTAGAAGGGGACCACCTGTCTGACACCTCCACAACGTCGCTGGAGCTCGATT SEQ ID NO: 2841 0.1 CACGGTAACAGGCTT PTHR1 NM_00031 CGAGGTACAAGCTGAGATCAAGAAATCTTGGAGCCGCTGGACACTGGCACTGGACTTCAAGCGAAAGG SEQ ID NO: 2842 6.1 CACGC PTK2 NM_00560 GACCGGTCGAATGATAAGGTGTACGAGAATGTGACGGGCCTGGTGAAAGCTGTCATCGAGATGTCCAG SEQ ID NO: 2843 7.3 PTK2B NM_00410 CAAGCCCAGCCGACCTAAGTACAGACCCCCTCCGCAAAGCAAGGTCCTGGGTGGAAAGCTGCAGTTCC SEQ ID NO: 2844 3.3 AGGTTC PTP4A3 NM_00707 AATATTTGTGCGGGGTATGGGGGTGGGTTTTTAAATCTCGTTTCTCTTGGACAAGCACAGGGATCTCG SEQ ID NO: 2845 9.2 TT PTP4A3 v2 NM_03261 CCTGTTCTCGGCACCTTAAATTATTAGACCCCGGGGCAGTCAGGTGCTCCGGACACCCGAAGGGAATA SEQ ID NO: 2846 1.1 PTPD1 NM_00703 CGCTTGCCTAACTCATACTTTCCCGTTGACACTTGATCCACGCAGCGTGGCACTGGGACGTAAGTGGC SEQ ID NO: 2847 9.2 GCAGTCTGAATGG PTPN1 NM_00282 AATGAGGAAGTTTCGGATGGGGCTGATCCAGACAGCCGACCAGCTGCGCTTCTCCTACCTGGCTGTGA SEQ ID NO: 2848 7.2 TCGAAG PTPRF NM_00284 TGTTTTAGCTGAGGGACGTGGTGCCGACGTCCCCAAACCTAGCTAGGCTAAGTCAAGATCAACATTCC SEQ ID NO: 2849 0.2 AGGGTTGGTA PTPRJ NM_00284 AACTTCCGGTACCTCGTTCGTGACTACATGAAGCAGAGTCCTCCCGAATCGCCGATTCTGGTGCATTG SEQ ID NO: 2850 3.2 CAGTGCT PTPRO NM_03066 CATGGCCTGATCATGGTGTGCCCACAGCAAATGCTGCAGAAAGTATCCTGCAGTTTGTACACATGG SEQ ID NO: 2851 7.1 PTTG1 NM_00421 GGCTACTCTGATCTATGTTGATAAGGAAAATGGAGAACCAGGCACCCGTGTGGTTGCTAAGGATGGGC SEQ ID NO: 2852 9.2 TGAAGC RAB32 NM_00683 CCTGCAGCTGTGGGACATCGCGGGGCAGGAGCGATTTGGCAACATGACCCGAGTATACTACAAGGAAG SEQ ID NO: 2853 4.2 CTGTTGGTGCT RAB6C NM_03214 GCGACAGCTCCTCTAGTTCCACCATGTCCGCGGGCGGAGACTTCGGGAATCCGCTGAGGAAATTCAAG SEQ ID NO: 2854 4.1 CTGGTGTTCC RAC1 NM_00690 TGTTGTAAATGTCTCAGCCCCTCGTTCTTGGTCCTGTCCCTTGGAACCTTTGTACGCTTTGCTCAA SEQ ID NO: 2855 8.3 RAD51C NM_05821 GAACTTCTTGAGCAGGAGCATACCCAGGGCTTCATAATCACCTTCTGTTCAGCACTAGATGATATTCT SEQ ID NO: 2856 6.1 TGGGGGTGGA RAD54L NM_00357 AGCTAGCCTCAGTGACACACATGACAGGTTGCACTGCCGACGTTGTGTCAACAGCCGTCAGATCCGG SEQ ID NO: 2857 9.2 RAF1 NM_00288 CGTCGTATGCGAGAGTCTGTTTCCAGGATGCCTGTTAGTTCTCAGCACAGATATTCTACACCTCACGC SEQ ID NO: 2858 0.1 CTTCA RALBP1 NM_00678 GGTGTCAGATATAAATGTGCAAATGCCTTCTTGCTGTCCTGTCGGTCTCAGTACGTTCACTTTATAGC SEQ ID NO: 2859 8.2 TGCTGGCAATATCGAA RANBP2 NM_00626 TCCTTCAGCTTTCACACTGGGCTCAGAAATGAAGTTGCATGACTCTTCTGGAAGTCAGGTGGGAACAG SEQ ID NO: 2860 7.3 GATTT ranBP7 NM_00639 AACATGATTATCCAAGCCGCTGGACTGCCATTGTGGACAAAATTGGCTTTTATCTTCAGTCCGATAAC SEQ ID NO: 2861 1.1 AGTGCTTGTTGGC RANBP9 NM_00549 CAAGTCAGTTGAGACGCCAGTTGTGTGGAGGAAGTCAGGCCGCCATAGAAAGAATGATCCACTTTGGA SEQ ID NO: 2862 3.2 CGAGAGCTGCA RAP1GDS1 NM_02115 TGTGGATGCTGGATTGATTTCACCACTGGTGCAGCTGCTAAATAGCAAAGACCAGGAAGTGCTGCTT SEQ ID NO: 2863 9.3 RARA NM_00096 AGTGTGTGAGAAACGACCGAAACAAGAAGAAGAAGGAGGTGCCCAAGCCCGAGTGCTCTGAGAGCTAC SEQ ID NO: 2864 4.1 ACGCTGACGCCG RARB NM_01615 TGCCTGGACATCCTGATTCTTAGAATTTGCACCAGGTATACCCCAGAACAAGACACCATGACTTTCTC SEQ ID NO: 2865 2.2 AGACGGGGTT RASSF1 NM_00718 AGTGGGAGACACCTGACCTTTCTCAAGCTGAGATTGAGCAGAAGATCAAGGAGTACAATGCCCAGATC SEQ ID NO: 2866 2.3 A RBM5 NM_00577 CGAGAGGGAGAGCAAGACCATCATGCTGCGCGGCCTTCCCATCACCATCACAGAGAGCGATATTCGAG SEQ ID NO: 2867 8.1 A RBX1 NM_01424 GGAACCACATTATGGATCTTTGCATAGAATGTCAAGCTAACCAGGCGTCCGCTACTTCAGAAGAGTGT SEQ ID NO: 2868 8.2 ACTGTCGCATG RCC1 NM_00126 GGGCTGGGTGAGAATGTGATGGAGAGGAAGAAGCCGGCCCTGGTATCCATTCCGGAGGATGTTGTG SEQ ID NO: 2869 9.2 REG4 NM_03204 TGCTAACTCCTGCACAGCCCCGTCCTCTTCCTTTCTGCTAGCCTGGCTAAATCTGCTCATTATTTCAG SEQ ID NO: 2870 4.2 GAAACCAGGGTAGCA RFC NM_00305 TCAAGACCATCATCACTTTCATTGTCTCGGACGTGCGGGGCCTGGGCCTCCCGGTCCGCAAGCAGTTC SEQ ID NO: 2871 6.1 CAGTTATACTCCGTGTACTTCCTGATCC RhoB NM_00404 AAGCATGAACAGGACTTGACCATCTTTCCAACCCCTGGGGAAGACATTTGCAACTGACTTGGGGAGG SEQ ID NO: 2872 0.2 rhoC NM_17574 CCCGTTCGGTCTGAGGAAGGCCGGGACATGGCGAACCGGATCAGTGCCTTTGGCTACCTTGAGTGCTC SEQ ID NO: 2873 4.1 RIZ1 NM_01223 CCAGACGAGCGATTAGAAGCGGCAGCTTGTGAGGTGAATGATTTGGGGGAAGAGGAGGAGGAGGAAGA SEQ ID NO: 2874 1.1 GGAGGA RNF11 NM_01437 ACCCTGGAAGAGATGGATCAGAAAAAAAGATCCGGGAGTGTGTGATCTGTATGATGGACTTTGTTTAT SEQ ID NO: 2875 2.3 GGGGACCCAAT ROCK1 NM_00540 TGTGCACATAGGAATGAGCTTCAGATGCAGTTGGCCAGCAAAGAGAGTGATATTGAGCAATTGCGTGC SEQ ID NO: 2876 6.1 TAAAC ROCK2 NM_00485 GATCCGAGACCCTCGCTCCCCCATCAACGTGGAGAGCTTGCTGGATGGCTTAAATTCCTTGGTCCT SEQ ID NO: 2877 0.3 RPLPO NM_00100 CCATTCTATCATCAACGGGTACAAACGAGTCCTGGCCTTGTCTGTGGAGACGGATTACACCTTCCCAC SEQ ID NO: 2878 2.2 TTGCTGA RPS13 NM_00101 CAGTCGGCTTTACCCTATCGACGCAGCGTCCCCACTTGGTTGAAGTTGACATCTGACGACGTGAAGGA SEQ ID NO: 2879 7.2 GCAGA RRM1 NM_00103 GGGCTACTGGCAGCTACATTGCTGGGACTAATGGCAATTCCAATGGCCTTGTACCGATGCTGAGAG SEQ ID NO: 2880 3.1 RRM2 NM_00103 CAGCGGGATTAAACAGTCCTTTAACCAGCACAGCCAGTTAAAAGATGCAGCCTCACTGCTTCAACGCA SEQ ID NO: 2881 4.1 GAT RTN4 NM_00700 GACTGGAGTGGTGTTTGGTGGCAGCCTATTCCTGCTGCTTTCATTGACAGTATTCAGCATTGTGAGCG SEQ ID NO: 2882 8.1 TAACAG RUNX1 NM_00175 AACAGAGACATTGCCAACCATATTGGATCTGCTTGCTGTCCAAACCAGCAAACTTCCTGGGCAAATCA SEQ ID NO: 2883 4.2 C RXRA NM 00295 GCTCTGTTGTGTCCTGTTGCCGGCTCTGGCCTTCCTGTGACTGACTGTGAAGTGGCTTCTCCGTAC SEQ ID NO: 2884 7.3 S100A1 NM_00627 TGGACAAGGTGATGAAGGAGCTAGACGAGAATGGAGACGGGGAGGTGGACTTCCAGGAGTATGTGGTG SEQ ID NO: 2885 1.1 CT S100A2 NM_00597 TGGCTGTGCTGGTCACTACCTTCCACAAGTACTCCTGCCAAGAGGGCGACAAGTTCAAGCTGAGTAAG SEQ ID NO: 2886 8.2 GGGGA S100A4 NM_00296 GACTGCTGTCATGGCGTGCCCTCTGGAGAAGGCCCTGGATGTGATGGTGTCCACCTTCCACAAGTACT SEQ ID NO: 2887 1.2 CG S100A8 NM_00296 ACTCCCTGATAAAGGGGAATTTGGATGCGGTCTACAGGGATGACCTGAAGAAATTGGTAGAGACCGAGTGT SEQ ID NO: 2888 4.3 S100A9 NM_00296 CTTTGGGACAGAGTGCAAGACGATGACTTGCAAAATGTCGCAGCTGGAACGCAACATAGAGACCA SEQ ID NO: 2889 5.2 S100P NM_00598 AGACAAGGATGCCGTGGATAAATTGCTCAAGGACCTGGACGCCAATGGAGATGCCCAGGTGGACTTC SEQ ID NO: 2890 0.2 SAT NM_00297 CCTTTTACCACTGCCTGGTTGCAGAAGTGCCGAAAGAGCACTGGACTCCGGAAGGACACAGCATTGT SEQ ID NO: 2891 0.1 SBA2 NM_01863 GGACTCAACGATGGGCAGATCAAGATCTGGGAGGTGCAGACAGGGCTCCTGCTTTTGAATCTTTCCG SEQ ID NO: 2892 9.3 SDC1 NM_00299 GAAATTGACGAGGGGTGTCTTGGGCAGAGCTGGCTCTGAGCGCCTCCATCCAAGGCCAGGTTCTCCGT SEQ ID NO: 2893 7.1 TAGCTCCT SEMA3B NM_00463 GCTCCAGGATGTGTTTCTGTTGTCCTCGCGGGACCACCGGACCCCGCTGCTCTATGCCGTCTTCTCCA SEQ ID NO: 2894 6.1 CGT SEMA3F NM_00418 CGCGAGCCCCTCATTATACACTGGGCAGCCTCCCCACAGCGCATCGAGGAATGCGTGCTCTCAGGCAA SEQ ID NO: 2895 6.1 GGATGTCAACGGCGAGTG SEMA4B NM_02021 TTCCAGCCCAACACAGTGAACACTTTGGCCTGCCCGCTCCTCTCCAACCTGGCGACCCGACTC SEQ ID NO: 2896 0.1 SFRP2 NM_00301 CAAGCTGAACGGTGTGTCCGAAAGGGACCTGAAGAAATCGGTGCTGTGGCTCAAAGACAGCTTGCA SEQ ID NO: 2897 3.2 SFRP4 NM_00301 TACAGGATGAGGCTGGGCATTGCCTGGGACAGCCTATGTAAGGCCATGTGCCCCTTGCCCTAACAAC SEQ ID NO: 2898 4.2 SGCB NM_00023 CAGTGGAGACCAGTTGGGTAGTGGTGACTGGGTACGGTACAAGCTCTGCATGTGTGCTGATGGGAGGC SEQ ID NO: 2899 2.1 TGTTCAAGG SHC1 NM_00302 CCAACACCTTCTTGGCTTCTGGGACCTGTGTTCTTGCTGAGCACCCTCTCCGGTTTGGGTTGGGATAA SEQ ID NO: 2900 9.3 CAG SHH NM_00019 GTCCAAGGCACATATCCACTGCTCGGTGAAAGCAGAGAACTCGGTGGCGGCCAAATCGGGAGGCTGCT SEQ ID NO: 2901 3.2 TC SI NM_00104 AACGGACTCCCTCAATTTGTGCAAGATTTGCATGACCATGGACAGAAATATGTCATCATCTTGGACCC SEQ ID NO: 2902 1.1 TGCAATTTC Siah-1 NM_00303 TTGGCATTGGAACTACATTCAATCCGCGGTATCCTCGGATTAGTTCTAGGACCCCCTTCTCCATACC SEQ ID NO: 2903 1.2 SIAT4A NM_00303 AACCACAGTTGGAGGAGGACGGCAGAGACAGTTTCCCTCCCCGCTATACCAACACCCTTCCTTCG SEQ ID NO: 2904 3.2 SIAT7B NM_00645 TCCAGCCCAAATCCTCCTGGTGGCACATCCTACCCCAGATGCTAAAGTGATTCAAGGACTCCAGGACA SEQ ID NO: 2905 6.1 CC SIM2 NM_00506 GATGGTAGGAAGGGATGTGCCCGCCTCTCCACGCACTCAGCTATACCTCATTCAGAGGTCCTTGTG SEQ ID NO: 2906 9.2 SIN3A NM_01547 CCAGAGTCATGCTCATCCAGCCCCACCAGTTGCACCAGTGCAGGGACAGCAGCAATTTCAGAGGCTGA SEQ ID NO: 2907 7.1 AGGTGG SIR2 NM_01223 AGCTGGGGTGTCTGTTTCATGTGGAATACCTGACTTCAGGTCAAGGGATGGTATTTATGCTCGCCTTG SEQ ID NO: 2908 8.3 CTGT SKP1A NM_00693 CCATTGCCTTTGCTTTGTTCATAATTTCAGCAGGGCAGAATAAAAACCATGGGAGGCAAAGAAAGGAA SEQ ID NO: 2909 0.2 ATCCGGAA SKP2 NM_00598 AGTTGCAGAATCTAAGCCTGGAAGGCCTGCGGCTTTCGGATCCCATTGTCAATACTCTCGCAAAAAAC SEQ ID NO: 2910 3.2 TCA SLC25A3 NM_21361 TCTGCCAGTGCTGAATTCTTTGCTGACATTGCCCTGGCTCCTATGGAAGCTGCTAAGGTTCGAA SEQ ID NO: 2911 1.1 SLC2A1 NM_00651 GCCTGAGTCTCCTGTGCCCACATCCCAGGCTTCACCCTGAATGGTTCCATGCCTGAGGGTGGAGACT SEQ ID NO: 2912 6.1 SLC31A1 NM_00185 CCGTTCGAAGAGTCGTGAGGGGGTGACGGGTTAAGATTCGGAGAGAGAGGTGGTAGTGGCTGGACT SEQ ID NO: 2913 9.2 SLC5A8 NM_14591 CCTGCTTTCAACCACATTGAATTGAACTCAGATCAGAGTGGCAAGAGCAATGGGACTCGTTTGTGAAG SEQ ID NO: 2914 3.2 CTGCTCT SLC7A5 NM_00348 GCGCAGAGGCCAGTTAAAGTAGATCACCTCCTCGAACCCACTCCGGTTCCCCGCAACCCACAGCTGAG SEQ ID NO: 2915 6.4 CT SLPI NM_00306 ATGGCCAATGTTTGATGCTTAACCCCCCCAATTTCTGTGAGATGGATGGCCAGTGCAAGCGTGACTTG SEQ ID NO: 2916 4.2 AAGTGT SMARCA3 NM_00307 AGGGACTGTCCTGGCACATTATGCAGATGTCCTGGGTCTTTTGCTTAGACTGCGGCAAATTTGTTG SEQ ID NO: 2917 1.2 SNAI1 NM_00598 CGCAATGGGAAGCCTAACTACAGCGAGCTGCAGGACTCTAATCCAGAGTTTACCTTGCAGCAGCCCTA SEQ ID NO: 2918 5.2 C SNAI2 NM_00306 GGCTGGCCAAACATAAGCAGCTGCACTGCGATGCCCAGTCTAGAAAATCTTTCAGCTGTAAATACTGT SEQ ID NO: 2919 8.3 GACAAGGA SNRPF NM_00309 GGCTGGTCGGCAGAGAGTAGCCTGCAACATTCGGCCGTGGTTTACATGAGTTTACCCCTCAATCCCAA SEQ ID NO: 2920 5.1 ACCTTTCCTCA SOD1 NM_00045 TGAAGAGAGGCATGTTGGAGACTTGGGCAATGTGACTGCTGACAAAGATGGTGTGGCCGATGTGTCTA SEQ ID NO: 2921 4.3 TT SOD2 NM_00063 GCTTGTCCAAATCAGGATCCACTGCAAGGAACAACAGGCCTTATTCCACTGCTGGGGATTGATGTGTG SEQ ID NO: 2922 6.1 GGAGCACGCT SOS1 NM_00563 TCTGCACCAAATTCTCCAAGAACACCGTTAACAGCTCCGCCTGCTTCTGGTGCTTCCAGTACCAC SEQ ID NO: 2923 3.2 SOX17 NM_02245 TCGTGTGCAAGCCTGAGATGGGCCTCCCCTACCAGGGGCATGACTCCGGTGTGAATCTCCCCGACAG SEQ ID NO: 2924 4.2 SPARC NM_00311 TCTTCCCTGTACACTGGCAGTTCGGCCAGCTGGACCAGCACCCCATTGACGGGTACCTCTCCCACACC SEQ ID NO: 2925 8.1 GAGCT SPINT2 NM_02110 AGGAATGCAGCGGATTCCTCTGTCCCAAGTGCTCCCAGAAGGCAGGATTCTGAAGACCACTCCAGCGA SEQ ID NO: 2926 2.1 SPRY1 AK02696 CAGACCAGTCCCTGGTCATAGGTCTGAAAGGGCAATCCGGACCCAGCCCAAGCAACTGATTGTGGATG SEQ ID NO: 2927 0.1 ACTTGAAGG SPRY2 NM_00584 TGTGGCAAGTGCAAATGTAAGGAGTGCACCTACCCAAGGCCTCTGCCATCAGACTGGATCTGCGAC SEQ ID NO: 2928 2.1 SR-A1 NM_02122 AGATGGAAGAAGCCAACCTGGCGAGCCGAGCGAAGGCCCAGGAGCTGATCCAGGCCACCAACCAGATC SEQ ID NO: 2929 8.1 CTCAGCCACAG ST14 NM_02197 TGACTGCACATGGAACATTGAGGTGCCCAACAACCAGCATGTGAAGGTGCGCTTCAAATTCTT SEQ ID NO: 2930 8.2 STAT1 NM_00731 GGGCTCAGCTTTCAGAAGTGCTGAGTTGGCAGTTTTCTTCTGTCACCAAAAGAGGTCTCAATGTGGAC SEQ ID NO: 2931 5.1 CAGCTGAACATGT STAT3 NM_00315 TCACATGCCAGTTTGGTGTTTCATAATCTCCTGGGAGAGATTGACCAGCAGTATAGGCGCTTCCTGCA SEQ ID NO: 2932 0.1 AG STAT5A NM_00315 GAGGCGCTCAACATGAAATTCAAGGCCGAAGTGCAGAGCAACCGGGGCCTGACCAAGGAGAACCTCGT SEQ ID NO: 2933 2.1 GTTGGTGGG STAT5B NM_01244 CCAGTGGTGGTGATCGTTCATGGCAGCCAGGACAACAATGCGACGGCCACTGTTCTCTGGGACAATGC SEQ ID NO: 2934 8.1 TTTTGC STC1 NM_00315 CTCCGAGGTGAGGAGGAGTGTCCCTCCCACATCAAACGGACATCCCATGAGAGTGCATAACCAGGGAG SEQ ID NO: 2935 5.1 AGGT STK11 NM_00045 GGACTCGGAGACGCTGTGCAGGAGGGCCGTCAAGATCCTCAAGAAGAAGAAGTTGCGAAGGATCCC SEQ ID NO: 2936 5.3 STK15 NM_00360 CATCTTCCAGGAGGACCACTCTCTGTGGCACCCTGGACTACCTGCCCCCTGAAATGATTGAAGGTCGG SEQ ID NO: 2937 0.1 A STMN1 NM_00556 AATACCCAACGCACAAATGACCGCACGTTCTCTGCCCCGTTTCTTGCCCCAGTGTGGTTTGCATTGTC SEQ ID NO: 2938 3.2 TCC STMY3 NM_00594 CCTGGAGGCTGCAACATACCTCAATCCTGTCCCAGGCCGGATCCTCCTGAAGCCCTTTTCGCAGCACT SEQ ID NO: 2939 0.2 GCTATCCTCCAAAGCCATTGTA STS NM_00035 GAAGATCCCTTTCCTCCTACTGTTCTTTCTGTGGGAAGCCGAGAGCCACGAAGCATCAAGGCCGAACA SEQ ID NO: 2940 1.2 TCATCC SURV NM_00116 TGTTTTGATTCCCGGGCTTACCAGGTGAGAAGTGAGGGAGGAAGAAGGCAGTGTCCCTTTTGCTAGAG SEQ ID NO: 2941 8.1 CTGACAGCTTTG TAGLN NM_00318 GATGGAGCAGGTGGCTCAGTTCCTGAAGGCGGCTGAGGACTCTGGGGTCATCAAGACTGACATGTTCC SEQ ID NO: 2942 6.2 AGACT TBP NM_00319 GCCCGAAACGCCGAATATAATCCCAAGCGGTTTGCTGCGGTAATCATGAGGATAAGAGAGCCACG SEQ ID NO: 2943 4.1 TCF-1 NM_00054 GAGGTCCTGAGCACTGCCAGGAGGGACAAAGGAGCCTGTGAACCCAGGACAAGCATGGTCCCACATC SEQ ID NO: 2944 5.3 TCF-7 NM_00320 GCAGCTGCAGTCAACAGTTCAAAGAAGTCATGGCCCAAATCCAGTGTGCACCCCTCCCCATTCACAG SEQ ID NO: 2945 2.2 TCF7L1 NM_03128 CCGGGACACTTTCCAGAAGCCGCGGGACTATTTCGCCGAAGTGAGAAGGCCTCAGGACAGCGCGTTCT SEQ ID NO: 2946 3.1 TCF7L2 NM_03075 CCAATCACGACAGGAGGATTCAGACACCCCTAGCCCACAGCTCTGACCGTCAATGCTTCCGTGTGGA SEQ ID NO: 2947 6.1 TCFL4 NM_17060 CTGACTGCTCTGCTTAAAGGTGAAAGTAGCAGGAACAACAACAAAAGCCAACCAAAAACAAGGTAGCC SEQ ID NO: 2948 7.2 AGTGCAAGACAT TEK NM_00045 ACTTCGGTGCTACTTAACAACTTACATCCCAGGGAGCAGTACGTGGTCCGAGCTAGAGTCAACACCAA SEQ ID NO: 2949 9.1 GGCCCAGG TERC U86046.1 AAGAGGAACGGAGCGAGTCCCCGCGCGGGGGGCGATTCCGTGAGCTGTGGGACGTGCAGCCAGGACTC SEQ ID NO: 2950 GGCTCACACAT TERT NM_00321 GACATGGAGAACAAGCTGTTTGCGGGGATTCGGCGGGACGGGCTGCTCCTGCGTTTGGTGGATGATTT SEQ ID NO: 2951 9.1 CTTGTTGGTGACACCTC TFF3 NM_00322 AGGCACTGTTCATCTCAGTTTTTCTGTCCCTTTGCTCCCGGCAAGCTTTCTGCTGAAAGTTCATATCT SEQ ID NO: 2952 6.1 GGAGCCTGATG TGFA NM_00323 GGTGTGCCAGAGAGCTTCCTAGTTGGCGTGTAATCACGTGTGCAGCCTTTTGTGGGCCTTGAAAACTC SEQ ID NO: 2953 6.1 TGTCAAGAACTCCGT TGFB2 NM_00323 ACCAGTCCCCCAGAAGACTATCCTGAGCCCGAGGAAGTCCCCCCGGAGGTGATTTCCATCTACAACAG SEQ ID NO: 2954 8.1 GACCAGG TGFB3 NM_00323 GGATCGAGCTCTTCCAGATCCTTCGGCCAGATGAGCACATTGCCAAACAGCGCTATATCGGTGGC SEQ ID NO: 2955 9.1 TGFBI NM_00035 GCTACGAGTGCTGTCCTGGATATGAAAAGGTCCCTGGGGAGAAGGGCTGTCCAGCAGCCCTACCACT SEQ ID NO: 2956 8.1 TGFBR1 NM_00461 GTCATCACCTGGCCTTGGTCCTGTGGAACTGGCAGCTGTCATTGCTGGACCAGTGTGCTTCGTCTGC SEQ ID NO: 2957 2.1 TGFBR2 NM_00324 AACACCAATGGGTTCCATCTTTCTGGGCTCCTGATTGCTCAAGCACAGTTTGGCCTGATGAAGAGG SEQ ID NO: 2958 2.2 THBS1 NM_00324 CATCCGCAAAGTGACTGAAGAGAACAAAGAGTTGGCCAATGAGCTGAGGCGGCCTCCCCTATGCTATC SEQ ID NO: 2959 6.1 ACAACGGAGTTCAGTAC THY1 NM_00628 GGACAAGACCCTCTCAGGCTGTCCCAAGCTCCCAAGAGCTTCCAGAGCTCTGACCCACAGCCTCCAA SEQ ID NO: 2960 8.2 TIMP1 NM_00325 TCCCTGCGGTCCCAGATAGCCTGAATCCTGCCCGGAGTGGAACTGAAGCCTGCACAGTGTCCACCCTG SEQ ID NO: 2961 4.1 TTCCCAC TIMP2 NM_00325 TCACCCTCTGTGACTTCATCGTGCCCTGGGACACCCTGAGCACCACCCAGAAGAAGAGCCTGAACCAC SEQ ID NO: 2962 5.2 A TIMP3 NM_00036 CTACCTGCCTTGCTTTGTGACTTCCAAGAACGAGTGTCTCTGGACCGACATGCTCTCCAATTTCGGT SEQ ID NO: 2963 2.2 TJP1 NM_00325 ACTTTGCTGGGACAAAGGTCAAGTGAAGAAGTGGGCAGGCCCGAGGCAGGAGAGATGCTGAGGAGTCC SEQ ID NO: 2964 7.1 ATGTG TK1 NM_00325 GCCGGGAAGACCGTAATTGTGGCTGCACTGGATGGGACCTTCCAGAGGAAGCCATTTGGGGCCATCCT SEQ ID NO: 2965 8.1 GAACCTGGTGCCGCTG TLN1 NM_00628 AAGCAGAAGGGAGAGCGTAAGATCTTCCAGGCACACAAGAATTGTGGGCAGATGAGTGAGATTGAGGC SEQ ID NO: 2966 9.2 CAAGG TMEPAI NM_02018 CAGAAGGATGCCTGTGGCCCTCGGAGAGCACAGTGTCAGGCAACGGAATCCCAGAGCCGCAGGTCTAC SEQ ID NO: 2967 2.3 TMSB10 NM_02110 GAAATCGCCAGCTTCGATAAGGGCAAGCTGAAGAAAACGGAGACGCAGGAAAAGAACACCCTGCCGAC SEQ ID NO: 2968 3.2 TMSB4X NM_02110 CACATCAAAGAACTACTGACAACGAAGGCCGCGCCTGCCTTTCCCATCTGTCTATCTATCTGGCTGGC SEQ ID NO: 2969 9.2 AGG TNC NM_00216 AGCTCGGAACCTCACCGTGCCTGGCAGCCTTCGGGCTGTGGACATACCGGGCCTCAAGGCTGCTAC SEQ ID NO: 2970 0.1 TNF NM_00059 GGAGAAGGGTGACCGACTCAGCGCTGAGATCAATCGGCCCGACTATCTCGACTTTGCCGAGTCTGGGC SEQ ID NO: 2971 4.1 A TNFRSF5 NM_00125 TCTCACCTCGCTATGGTTCGTCTGCCTCTGCAGTGCGTCCTCTGGGGCTGCTTGCTGACCGCTGTCCA SEQ ID NO: 2972 0.3 TC TNFRSF6B NM_00382 CCTCAGCACCAGGGTACCAGGAGCTGAGGAGTGTGAGCGTGCCGTCATCGACTTTGTGGCTTTCCAGG SEQ ID NO: 2973 3.2 ACA TNFSF4 NM_00332 CTTCATCTTCCCTCTACCCAGATTGTGAAGATGGAAAGGGTCCAACCCCTGGAAGAGAATGTGGGAAA SEQ ID NO: 2974 6.2 TGCAGC TOP2A NM_00106 AATCCAAGGGGGAGAGTGATGACTTCCATATGGACTTTGACTCAGCTGTGGCTCCTCGGGCAAAATCT SEQ ID NO: 2975 7.1 GTAC TOP2B NM_00106 TGTGGACATCTTCCCCTCAGACTTCCCTACTGAGCCACCTTCTCTGCCACGAACCGGTCGGGCTAG SEQ ID NO: 2976 8.1 TP NM_00195 CTATATGCAGCCAGAGATGTGACAGCCACCGTGGACAGCCTGCCACTCATCACAGCCTCCATTCTCAG SEQ ID NO: 2977 3.2 TAAGAAACTCGTGG TP53BP1 NM_00565 TGCTGTTGCTGAGTCTGTTGCCAGTCCCCAGAAGACCATGTCTGTGTTGAGCTGTATCTGTGAAGCCA SEQ ID NO: 2978 7.1 GGGAAG TP53BP2 NM_00542 GGGCCAAATATTCAGAAGCTTTTATATCAGAGGACCACCATAGCGGCCATGGAGACCATCTCTGTCCC SEQ ID NO: 2979 6.1 ATCATACCCATCC TP5313 NM_00488 GCGGACTTAATGCAGAGACAAGGCCAGTATGACCCACCTCCAGGAGCCAGCAACATTTTGGGACTTGA SEQ ID NO: 2980 1.2 TRAG3 NM_00490 GACGCTGGTCTGGTGAAGATGTCCAGGAAACCACGAGCCTCCAGCCCATTGTCCAACAACCACCCA SEQ ID NO: 2981 9.1 TRAIL NM_00381 CTTCACAGTGCTCCTGCAGTCTCTCTGTGTGGCTGTAACTTACGTGTACTTTACCAACGAGCTGAAGC SEQ ID NO: 2982 0.1 AGATG TS NM_00107 GCCTCGGTGTGCCTTTCAACATCGCCAGCTACGCCCTGCTCACGTACATGATTGCGCACATCACG SEQ ID NO: 2983 1.1 TST NM_00331 GGAGCCGGATGCAGTAGGACTGGACTCGGGCCATATCCGTGGTGCCGTCAACATGCCTTTCATGGACT SEQ ID NO: 2984 2.4 T TUBA1 NM_00600 TGTCACCCCGACTCAACGTGAGACGCACCGCCCGGACTCACCATGCGTGAATGCATCTCAGTCCACGT SEQ ID NO: 2985 0.1 TUBB NM_00106 CGAGGACGAGGCTTAAAAACTTCTCAGATCAATCGTGCATCCTTAGTGAACTTCTGTTGTCCTCAAGC SEQ ID NO: 2986 9.1 ATGGT TUFM NM_00332 GTATCACCATCAATGCGGCTCATGTGGAGTATAGCACTGCCGCCCGCCACTACGCCCACACAGACTG SEQ ID NO: 2987 1.3 TULP3 NM_00332 TGTGTATAGTCCTGCCCCTCAAGGTGTCACAGTAAGATGTCGGATAATCCGGGATAAAAGGGGAATGG SEQ ID NO: 2988 4.2 ATCGGG tusc4 NM_00654 GGAGGAGCTAAATGCCTCAGGCCGGTGCACTCTGCCCATTGATGAGTCCAACACCATCCACTTGAAGG SEQ ID NO: 2989 5.4 UBB NM_01895 GAGTCGACCCTGCACCTGGTCCTGCGTCTGAGAGGTGGTATGCAGATCTTCGTGAAGACCCTGACCG SEQ ID NO: 2990 5.1 GCAAGACGATGACCCTGGAAGTGGAGCCCAGTGACACGATCGAAAATGTGAAGGCCAAGATCCAGGA TAAAGAAGGCATCCCTCCCGACCAGCAGAGGCTCATCTTTGCAGGCAAGCAGCTGGAAGATGGCCGC ACTCTTTCTGACTACAACATCCAGAAGGAGTCGACCGTGCACCTGGTCCTGCGTCTGAGAGGTGGTA TGCAGATCTTCGTGAAGACCCTGACCGGCAAGACCATCACTCTGGAAGTGGAGCCCAGTGACACCAT CGAAAATGTGAAGGCCAAGATCCAAGATAAAGAAGGCATCCCTCCCGACCAGCAGAGGCTCATCTTT GCAGGCAAGCAGCTGGAAGATGGCCGCACTCTTTCTGACTACAACATCCAGAAGGAGTCGACCCTGC ACCTGGTCCTGCGCCTGAGGGGTGGCTGTTAATTCTTCAGTCATGGCATTCGC UBC NM_02100 ACGCACCCTGTCTGACTACAACATCCAGAAAGAGTCCACCCTGCACCTGGTGCTCCGTCTTAGAGGT SEQ ID NO: 2991 9.2 UBE2C NM_00701 TGTCTGGCGATAAAGGGATTTCTGCCTTCCCTGAATCAGACAACCTTTTCAAATGGGTAGGGACCAT SEQ ID NO: 2992 9.2 UBE2M NM_00396 CTCCATAATTTATGGCCTGCAGTATCTCTTCTTGGAGCCCAACCCCGAGGACCCACTGAACAAGGAG SEQ ID NO: 2993 9.1 GCCGCA UBL1 NM_00335 GTGAAGCCAGCGTCATCATGTCTGACCAGGAGGCAAAACCTTCAACTGAGGAGTTGGGGGATAAGAA SEQ ID NO: 2994 2.3 GGAAGG UCP2 NM_00335 ACCATGCTCCAGAAGGAGGGGCCCCGAGCCTTCTACAAAGGGTTCATGCCCTCCTTTCTCCGCTTGG SEQ ID NO: 2995 5.2 GTT UGT1A1 NM_00046 CCATGCAGCCTGGAATTTGAGGCTACCCAGTGCCCCAACCCATTCTCCTACGTGCCCAGGCCTCTC SEQ ID NO: 2996 3.2 UMPS NM_00037 TGCGGAAATGAGCTCCACCGGCTCCCTGGCCACTGGGGACTACACTAGAGCAGCGGTTAGAATGGCT SEQ ID NO: 2997 3.1 GAGG UNC5A XM03030 GACAGCTGATCCAGGAGCCACGGGTCCTGCACTTCAAGGACAGTTACCACAACCTGCGCCTATCCAT SEQ ID NO: 2998 0.7 UNC5B NM_17074 AGAACGGAGGCCGTGACTGCAGCGGGACGCTGCTCGACTCTAAGAACTGCACAGATGGGCTGTGCAT SEQ ID NO: 2999 4.2 G UNC5C NM_00372 CTGAACACAGTGGAGCTGGTTTGCAAACTCTGTGTGCGGCAGGTGGAAGGAGAAGGGCAGATCTTCC SEQ ID NO: 3000 8.2 AG upa NM_00265 GTGGATGTGCCCTGAAGGACAAGCCAGGCGTCTACACGAGAGTCTCACACTTCTTACCCTGGATCCG SEQ ID NO: 3001 8.1 CAG UPP1 NM_00336 ACGGGTCCTGCCTCAGTTGGCGGAATGGCGGCCACGGGAGCCAATGCAGAGAAAGCTGAAAGTCACA SEQ ID NO: 3002 4.2 ATGATTGCCCCG VCAM1 NM_00107 TGGCTTCAGGAGCTGAATACCCTCCCAGGCACACACAGGTGGGACACAAATAAGGGTTTTGGAACCA SEQ ID NO: 3003 8.2 CTATTTTCTCATCACGACAGCA VCL NM_00337 GATACCACAACTCCCATCAAGCTGTTGGCAGTGGCAGCCACGGCGCCTCCTGATGCGCCTAACAGGG SEQ ID NO: 3004 3.2 A VCP NM_00712 GGCTTTGGCAGCTTCAGATTCCCTTCAGGGAACCAGGGTGGAGCTGGCCCCAGTCAGGGCAGTGGAG SEQ ID NO: 3005 6.2 VDAC 1 NM_00337 GCTGCGACATGGATTTCGACATTGCTGGGCCTTCCATCCGGGGTGCTCTGGTGCTAGGTTACGAGGGC SEQ ID NO: 3006 4.1 TGG VDAC2 NM_00337 ACCCACGGACAGACTTGCGCGCGTCCAATGTGTATTCCTCCATCATATGGTGACCTTGGCAAAGCT SEQ ID NO: 3007 5.2 VDR NM_00037 GCCCTGGATTTCAGAAAGAGCCAAGTCTGGATCTGGGACCCTTTCCTTCCTTCCCTGGCTTGTAACT SEQ ID NO: 3008 6.1 VEG F NM_00337 CTGCTGTCTTGGGTGCATTGGAGCCTTGCCTTGCTGCTCTACCTCCACCATGCCAAGTGGTCCCAGGC SEQ ID NO: 3009 6.3 TGC VEGF_ AF48683 TGTGAATGCAGACCAAAGAAAGATAGAGCAAGACAAGAAAATCCCTGTGGGCCTTGCTCAGAGCGGAG SEQ ID NO: 3010 altsplic e1 7.1 AAAGC VEGF_ AF21457 AGCTTCCTACAGCACAACAAATGTGAATGCAGACCAAAGAAAGATAGAGCAAGACAAGAAAAATGTGA SEQ ID NO: 3011 altsplic e2 0.1 CAAGCCGAG VEGFB NM_00337 TGACGATGGCCTGGAGTGTGTGCCCACTGGGCAGCACCAAGTCCGGATGCAGATCCTCATGATCCGGT SEQ ID NO: 3012 7.2 ACC VEGFC NM_00542 CCTCAGCAAGACGTTATTTGAAATTACAGTGCCTCTCTCTCAAGGCCCCAAACCAGTAACAATCAGTT SEQ ID NO: 3013 9.2 TTGCCAATCACACTT VIM NM_00338 TGCCCTTAAAGGAACGAATGAGTCCCTGGAACGCCAGATGCGTGAAATGGAAGAGAACTTTGCCGTTG SEQ ID NO: 3014 0.1 AAGC WIF NM_00719 TACAAGCTGAGTGCCCAGGCGGGTGCCGAAATGGAGGCTTTTGTAATGAAAGACGCATCTGCGAGTG SEQ ID NO: 3015 1.2 WISP1 NM_00388 AGAGGCATCCATGAACTTCACACTTGCGGGCTGCATCAGCACACGCTCCTATCAACCCAAGTACTGTG SEQ ID NO: 3016 2.2 GAGTTTG Wnt-3a NM_03313 ACAAAGCTACCAGGGAGTCGGCCTTTGTCCACGCCATTGCCTCAGCCGGTGTGGCCTTTGCAGTGACA SEQ ID NO: 3017 1.2 CGCTCA Wnt-5a NM_00339 GTATCAGGACCACATGCAGTACATCGGAGAAGGCGCGAAGACAGGCATCAAAGAATGCCAGTATCAAT SEQ ID NO: 3018 2.2 TCCGACA Wnt-5b NM_03264 TGTCTTCAGGGTCTTGTCCAGAATGTAGATGGGTTCCGTAAGAGGCCTGGTGCTCTCTTACTCTTTCA SEQ ID NO: 3019 2.2 TCCACGTGCAC WNT2 NM_00339 CGGTGGAATCTGGCTCTGGCTCCCTCTGCTCTTGACCTGGCTCACCCCCGAGGTCAACTCTTCATGG SEQ ID NO: 3020 1.1 WWOX NM_01637 ATCGCAGCTGGTGGGTGTACACACTGCTGTTTACCTTGGCGAGGCCTTTOACCAAGTCCATGCAACAG SEQ ID NO: 3021 3.1 GGAGCT XPA NM_00038 GGGTAGAGGGAAAAGGGTTCAACAAAGGCTGAACTGGATTCTTAACCAAGAAACAAATAATAGCAATG SEQ ID NO:3022 0.2 GTGGTGCA XPC NM_00462 GATACATCGTCTGCGAGGAATTCAAAGACGTGCTCCTGACTGCCTGGGAAAATGAGCAGGCAGTCATT SEQ ID NO: 3023 8.2 GAAAG XRCC1 NM_00629 GGAGATGAAGCCCCCAAGCTTCCTCAGAAGCAACCCCAGACCAAAACCAAGCCCACTCAGGCAGCTGG SEQ ID NO: 3024 7.1 AC YB-1 NM_00455 AGACTGTGGAGTTTGATGTTGTTGAAGGAGAAAAGGGTGCGGAGGCAGCAAATGTTACAGGTCCTGGT SEQ ID NO: 3025 9.1 GGTGTTCC YWHAH NM_00340 CATGGCCTCCGCTATGAAGGCGGTGACAGAGCTGAATGAACCTCTCTCCAATGAAGATCGAAATCTCC SEQ ID NO: 3026 5.2 zbtb7 NM_01589 CTGCGTTCACACCCCAGTGTCACAGGGCGAGCTGTTCTGGAGAGAAAACCATCTGTCGTGGCTGAG SEQ ID NO: 3027 8.2 ZG16 NM_15233 TGCTGAGCCTCCTCTCCTTGGCAGGGGCACTGTGATGAGGAGTAAGAACTCCCTTATCACTAACCCCC SEQ ID NO: 3028 8.1 TGCC 

1. A method of predicting clinical outcome for a subject diagnosed with colorectal cancer following surgical resection of said cancer, comprising determining evidence of the expression level of one or more predictive RNA transcripts listed in Tables 1A-B, 2A-B, 3A-B, 4A-B, 5A- B, 6, and/or 7, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein (a) evidence of increased expression of one or more of the genes listed in Table 1A, 2A, 3A, 4A and/or 5A, or the corresponding expression product, indicates a decreased likelihood of a positive clinical outcome; and (b) evidence of increased expression of one or more of the genes listed in Table 1B, 2B, 3B, 4B and/or 5B, or the corresponding expression product, indicates an increased likelihood of a positive clinical outcome.
 2. The method of claim 1 wherein said subject is a human patient.
 3. The method of claim 2 wherein evidence of said expression level is obtained by a method of gene expression profiling.
 4. The method of claim 3 wherein said method is a PCR-based method.
 5. The method of claim 4 wherein said expression levels are normalized relative to the expression levels of one or more reference genes, or their expression products.
 6. The method of claim 2 wherein said clinical outcome is expressed in terms of Recurrence-Free Interval (RFI), Overall Survival (OS), Disease-Free Survival (DFS), or Distant Recurrence-Free Interval (DRFI).
 7. The method of claim 2 wherein said cancer is Dukes B (stage 11) or Dukes C (stage 111) colorectal cancer.
 8. The method of claim 7 wherein said cancer is Dukes B (stage 11) or Dukes C (stage 111) colon cancer.
 9. The method of claim 2 comprising determining evidence of the expression levels of at least two of said genes, or their expression products.
 10. The method of claim 2 comprising determining evidence of the expression levels of at least three of said genes, or their expression products.
 11. The method of claim 2 comprising determining evidence of the expression levels of at least four of said genes, or their expression products.
 12. The method of claim 2 comprising determining evidence of the expression levels of at least five of said genes, or their expression products.
 13. The method of claim 2 further comprising the step of creating a report summarizing said prediction. 14-29. (canceled)
 30. A method of predicting clinical outcome for a subject diagnosed with colorectal cancer following surgical resection of said cancer, comprising determining evidence of the expression level of one or more predictive RNA transcripts listed in Tables 1.2A-B, 2.2A-B, 3.2A-B, 4.2A-B, 5.2A-B, 6.2 and/or 7.2, or their expression products, in a biological sample comprising cancer cells obtained from said subject, wherein (a) evidence of increased expression of one or more of the genes listed in Table 1.2A, 2.2A, 3.2A, 4.2A and/or 5.2A, or the corresponding expression product, indicates a decreased likelihood of a positive clinical outcome; and (b) evidence of increased expression of one or more of the genes listed in Table 1.2B, 2.2B, 3.2B, 4.2B and/or 5.2B, or the corresponding expression product, indicates an increased likelihood of a positive clinical outcome. 31-44. (canceled) 